{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from train_utils import Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from model import SRResnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "architecture = SRResnet(3, 64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {\n",
    "    'noise_model': ('multiplicative_bernoulli', 0.8),\n",
    "    'crop_size': 64,\n",
    "    'clean_targs': False,\n",
    "    'lr': 0.005,\n",
    "    'epochs': 6,\n",
    "    'bs': 32,\n",
    "    'lossfn': 'l2',\n",
    "    'cuda': True\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainer = Train(architecture, 'train-jpg/', 'dataset/train/', params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1265/1265 [20:24<00:00,  1.03it/s]\n",
      "  0%|          | 0/1265 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss = \n",
      " 42.6035\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      ", Validation loss = \n",
      " 0.4572\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1265/1265 [20:25<00:00,  1.03it/s]\n",
      "  0%|          | 0/1265 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss = \n",
      " 38.4311\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      ", Validation loss = \n",
      " 0.4487\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1265/1265 [20:26<00:00,  1.03it/s]\n",
      "  0%|          | 0/1265 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss = \n",
      " 38.3278\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      ", Validation loss = \n",
      " 0.6341\n",
      "[torch.cuda.FloatTensor of size 1 (GPU 0)]\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 60%|█████▉    | 753/1265 [12:09<08:16,  1.03it/s]"
     ]
    }
   ],
   "source": [
    "trainer.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = trainer.architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import NoisyDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ = NoisyDataset('dataset/valid/', crop_size=128, clean_targ=True, train_noise_model=('multiplicative_bernoulli', 0.5)) # Default gaussian noise without clean targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl = DataLoader(data_, batch_size=1, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "from torch.autograd import Variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(img, a):\n",
    "    plt.figure()\n",
    "    if a == 'v':\n",
    "        npimg = torch.squeeze(img).data.cpu().numpy()\n",
    "    else:\n",
    "        npimg = torch.squeeze(img).numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1,2,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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creSteH56aDGQKAxDLwOx/bXkekVxEXyhprsW2+RnE+o9Aw/cErDIwx6KbtbUS/31GY3bAWN8BfeXl3lX1BayxMX/K07nwx2FywaeLS/9ygF2hfPzpKt5zEX6AKBNWrjfE592z2EKAiw6wtnW/cqnQZP7unu10RokcsqjKxMhlCEf1GQyD6AraELW2nxuDH9aLzCJPrmNxtMiUn/eoXB+a/BSLgBKiW5Eo2xPPix/i8blg8ntgPbDSakplFJKKTk5KjQFC7LhszYhnKodtIkNeamssxZ7z7EptBXdoQPjtvUjkAy2xZvhF54p7vyRp/X4NOrtArGAfLZcFPhEMIXzvf86t6Z3TFyvok0EAdv41As+C+12eOmH7lLeMddewVp87a7oubCOA8EjSFG38CFc0rl+evOkHc4kpCI2Z9PnSWfSFAgFLxCK/wBeTozgUOJBMEgbxRBoF2juwsidxuDmX6ZnteuLSDEvh7xUQcv5pkDvR6fxvRLBUxzmYg4761vlqFgUYC3SlCZG8V2UzibtfuY54PyBKgKB7jZWcwNyEWXyvah+h3E5+d+JheAPot7TV9sPsUjRaa2AZ/F3/m9zXIdFzsosU4Zp99nGnaiTyTogzWdoKjASO7CwHWDWavaFGkOQ5hYDuicgL2jgvQSa86B5HK412ndNiPPMNd/VWEg1douq59aUcQkiZKbVBGnJkvC63G6hcmPPH0J24kdA6umtY+VvBg7sbc3VSL1FvshB6t8vMLIoQD9fJs5Ymg+llFJKXo4KTSGzQKNZcH8Ju2+borLtYrnl6yAwXrRdUVNwx3yFrl2EX3sXE51jC8CNXyPQKRSt7iS/D0kbVulDCami/Le38ydFl2fWGpHXNrdD7IjAN1naqLFt3MOHc0/Kp2CxdKq4auVYpu0VMDEMjAZKtdY5aCVqydIUEiRm25gPLX336214AKIDDBngRaqUdS6S0fVdo1XlWm3u5aoSetyfh4nANcZ42bx5oNnPyQgkpgrOfMi70xloDB3tnfvu5e39paZQSiml5OSo0BQsLBppisC2ulvQBojTTdtkLedb66jUcpxYR9KOw9r17t5FkC1DXjOQ71wfWgNciuBPLgY+ywq/c9eODhtI5OzSYhUjCg7LX9eErpZkMUPT71+7PuXxkaJGRtfyGeAy1UQ8l6ofYIP883YaT5vdOHNcEj4eoNcTFmUHOLXFdRwBDFFak8bH2o6EeHu7d5FNnDCZ/Dj7XAtOe2i3szsg8FAh2z52IFpD4GEKfjVuJb5tUxvl5corXhSMMYsA/AeAOaAx+IK19h+NMQMAvg5gKYCtAG6w1h487MUsq75AC9LoVB/nOdApaA1CNzL04aH+Xr2x4i/hx9S36Zu7P0f4CdATmHZRl16BjjZxFdrcdkhzG3+1ROL5k0lfjMAbBQ8ZB4Ags97Lna/sbIxB2hL/78rduYlpFP0WNuJ8n/LItw+eWc2VoP+H1i0A7WIfcvTzaf668mKnXmVnf+yCNiChlvHzzjuU0DWKHgOrBVncea5d7YoM6ewsgIOZjzQXTBL/bxrr4kIri0+Qey7a7kKeCLwITzSFyr4dbf2RyasxHxIAf2itPQnAuQD+mzHmJAAfA3C3tXY5gLv5/6WUUsr/JvKKNQVr7W4Au/nvMWPMRgALAFwL4BI+7d8B3APgTw97LRAWFMCpuK1+aIOimgo4P3/OX1xwSbbdMWybHdcn8yiYIEGbVV7/HwQwLWpbeyIV+f9h2yY7eRstopgFqX0Acv40kxVYmuGy8HSD8VVX1UC8EmvSEwUJnRbTzr0qksjQxS4K0GaRnp8VTAS6VysJCgAEmQMm/ZiOgHfm0DPNiuPcNufA+7tYDCYI4ArxqHov7XOAYOb1WZmpjfST7+310wStc8fnCHXtzWuKpJkVf9ceOHTjhtyn9agCj1R+LkCjMWYpgNMBPARgDi8YALAHZF60+81NxphHjDGPTE02fh7NKKWUUn4O8qqBRmNMD4BvAfg9a+1oIbDDGtMe7bPWfgHAFwBgzrw+a61lEM9RmPB5ch//rvxdayw+0A5fPLRNl29T0el0ZOKzRBd3ef9eh4vCS9MUSZYPJPJdVMrrkMtcbMUlikFOfiBX0fUahianIZA4PgXZzPwxLnJUtN2hpWJVDj+w2k/xEPrjECoPQB7H8LWJMHPHZJ4EFVci7nB5GcUnmqZpCx1bZAKdPLpryxh7tr/mxcBpXYp4eWQ8im54mELR5e6Lc0WK5tIKQrYDz6216q6NCj+gcXl58/lVLQrGmBi0IHzFWnsrH95rjJlnrd1tjJkHYN9LXgcUmmq9kEZTIBMJgkDpy93EdAMvKc4AYAscjSnPwsDj34v4/Eaz5h4U+83TLNG6hM0GaTGxid01+d3VYjCZQSTn2ylqg80Qx8zSyGwrKaPxxkInhai/E/UmZs8kpapWJzR8vDbK16prXUmTiW8/9MrheSZLEeT3gMQi3x8tZny9UBglvYWkQOceBIGmFGe6OHkRjCwy30PvXjZ1k7aYsJZlGdKEGhxX6LtGk8axIw4dbb16TdyzjmMpyAPHN1koLxhGBjA0pmlWp77YKuI4v4Cm1i0UwrctU4bmp44EneN5MNQkkzfKpNwot0gGofNgNJvUns7Oblg29XR+gOdmvYFKVeY6/S5FExVeCFMGZ9MEiKIOAEBN+qfkQNDYiyOVV2w+GHqTvghgo7X2772vvgfgvfz3ewF895Xeo5RSSvnFy6vRFC4A8B4A64wxT/CxjwP4BIBvGGM+AGAbgBuO5GKErfgqN61Xfqqy/O27jdSp5K2GQSS7BxeAlZRaWNUomk3SAIIg0GMNWaoRIOM6D9VKN12rQSt7M0nR00XH6nValTu7piHN6HoVHlITuB0oEDUVrX2pT9GOuGzZMbjuuncAAG751rcAAFN7J+haoQNBQxmDMFTV8nCmk6uP0Frt+VDmVLuYBTnHgY6tJks79d3FGLSSsfjxB9VqFQDQTGg8KhXSXJIkQcAcih1V3g1rDQUam03RIoCEtboufj6iqWW2qcVl5D7WVrU9vrouGo1ol1KqLgojL7Xe74uoZJLPQf+zXrSo8TSXkPsSsraTpUb7kiSsPXRQP2fMmIHJyTEAwOjYEP2uYlCr5TXmIIhUm9L0tjbu7COVV+N9eACHNr4ve6XXLaWUUn65clRENBpjEEVR2+AeH+yKgzwIRUU/Hegov9Pq50VqKiS6KseRgEWB7gAR29VBHCGK6O/ly5cDAJJ6DQCwdetmpAntSKrFJE1UuWx8ZngHMqlmzEVMD5eF4mYLdYepTuui89MAn/rUp+hP3tW6pnXS+VGIJKV7OhKSdoSpaEmP9olMigBnHpxzx502UCTs8K6fCyVTtK3w6SIVM+PIX9pFRRZBWLl6HMdoNmgcaw0al7jahf7+fgDAMccsBQB0dHTghRdeAADs3bsfgCuhF8cxqrFgBVyOLnO7q2AigQk0azXwtAcAsGmqWgN0jJ3L0HrH5ByNFvXmoWildcaNrHVO5qVLjgEAnHjiyQCAkZER1Zy2bKO+DR3c58aKr9tMGjqftP36XrTEA76klLkPpZRSSk6OCk0BxgsWOcyyFqk3wZFj+NRsAF1HwmyjSMKFaUeoVAIYSyt0HIsryyAV/CIkWy6Ku7Fz54sAgG1b7gcAHBym3Wd6Xw+WLlnA16drVIIAzSbhC6rhxAEi8bNpN+m7js5u1KaovevXPQMA2Lr1Baw8bQUAYN5C8kKIppGkKaKYNJAgdXZ7S6i059Uo7vKHC/k9lLTPNhWXW6pfFXMTfLdoS8aiCeHTwwOc2Sr7k9KbQfshOEAYVPiWMV535rkAgFptEgAwNjaGpUuOAwCMjzX0/tTiJuqN8Vw74gCqeepWnWaoxGLz01wQbaLZbLrwc72uVXejbclctBqQ1WTikziOFQ8I2JvV0dGF0RHqw8aNzwMA1q59TMens5vaMTFB2MKixfNUC5hiPAomUxq2tE1W8ct1sR8Vi4KBl+hT9OlrDQSrLrLQAxXDol/ZWM1XMFbAIvquGkeo12kg0yar9pVOxDGp8ONj9PDWPfwIdu7cA4DUUgBoJvTgBjsCdHeTWj9/Hr28zalJ534UtS1Lnc+a+1SpdvJ9alj3FC0Gu3ZRnNexxx2DBQtosQkimjhTDJxZG8AYcRkeOtDLj11oJ8W06na+ff/7IrdfnmFZXmKvz5q4JcCaF7HoRem510ZU9UB13FBBN3YFx1UFfaXo7KbnXsDmF3YAALp76NmNjIygViMTb3KCnvHCRTSeixfPV9NQMoeCzKqJ4HJlLDoZzFR1vEHPPQw7vaLAQgSTaCyGmLkuNiOAq67tyGFkYevq7KW+bNqKA4NDPF48HryZDQwMaCSo9DdpAsuPX8ZjKmC5q1fh1uqXvwm4lpdSSimleHJUaAoAgWCUc5BPT9WgEA+0sgICwUXYWT+WPCDVLM3IVJBAJWQZYmEt5iiTjmoXDg7Tinv/fWsBAFM1oHfajNz9RWOoTR7EyDC5CufOljYGyHiLqNec6trDIKKo8ju2k/axbcseDB0gdXDGjFkAgJNPPhk2pJ2ukeTVX5gATQamOuLWHV3BP5MHDA8lxWhHupZ/Xb6tqKI5jSGvyQGtwTHtKkr5bkr3vdHPIgO0H4zW0UEa1p4XhwEAL2zehtNWnQGA6nAAwMR4zTNbaLyffGI9/74Dc+cNAABqNXbzZs0WAC6wQMbXa9TIHBwfp/O7u7tbqP8ChJBItkxNOR4T77piZgYmQlyhebRr114AwPPPbUZHJ7lQxQ07NspmgR3F0qVLAQDLjzsRALB122Y9JuZuozmhtHpatyKXn/ELCl4qpZRS/s+Uo0JTMIaClwI4W1VWNwlUCsIAxTqQvptN4tHTNEXaFDs5n+0H6/CGaoV28UY9xaZNmwG4QJgZM+Yh5rBRCUft6GSQKalhaEjoIQTcCdBMpIIUHXvd2edg//5BAMCaNWsAEJYAAKMjU6gyvrBq1SoAFK47zm7PNONAmwrtlrW6RUeFzjfZlA6B7N8++WsroOi7/eTYoSnM2h6TugXWywZsQ/Sa4xBAHqdwWkmg95evsyyDiUSTYM0vEV6ACPUaPYOtW7cBAObNXYSurmkAgO3btwMAmgnQN42OSdjwZIXGc91TG9DT8zoAQLWDwcokQZY6cBqg5z81QaHlE6METI6PEaZQn9ZE3EGAZ1ThYLRKgCLHqnN/BzoagQKaBlOT3JcthBGkWYCODtIUpnH7q9Ua9z3E7t2kXc6ft5DuHe7Gzp2EQy1aPJeORZEr/lsoaPULDV76eUuAPCmJAjfiVYBBkhTYjSyQsYkgv202m+B3S3361Q56KF1dnWgw0ChsO/v2D+P552hRmDmTBn7O3HkYGyW1sRjd1983gCSlazTqrDomBgvmLwIAXPrGywEAvdP68fDDhCLfeOOZAIBnntkEAPjurd/C0mV0r1mzpgMAJqYGwSHtaEqacUL3rIQVjbQLwnaPrDW5ppjMlHlkJHmik6LnwCVEFfVrYhrKSy69VxbtoNVUEPPAWqsxIP51U34eSZKPVwiMQYPjEwSlP2XlCuzdcwAAMDlBD7t/eh/mzZ0HAGg285GHO3dtw4s76EU68cTjuT0JMo4gFLO01kwxOUbPXVT4Cb5+ow709PcAALq6aMPoCGKXFl1Yi2kMZbHhjaVawc4dZDaMjJD5OH/+Qp074+O0EI1wG6b39GKUF6cDwyMAgDmz5+HAIKUTLTuG5lBWd6C6beWjftlSmg+llFJKTo4aTQHIECKCkVgEBhxDI/EEFpOTrDoLaAUHUAngWK83MTZa52McF1DnnclGsFZi5mllfWbjC+jrJVBx0aIlfO/Axcp3kArfzf7i8dEEVgBMNjGuvPoqnH7GmdwPOt9a4KqrluWOnX/BlQCATc9vwcB0MQ1ox8jSGrKEM9wkvkJK18Nq1J2vGbk4BXb3Zanu7llhl8+lEUsac5apZdCulkA7OjlxETszIm0F7MQlmaRqUsj9QxNAy7np+c4Ekh1Xit4YazHILruenh53B+7z3Lnz6bqhwb59ZK4tP+4EAMD06aSFBRbYvm0nAGD+fNImuqIMQSAxCZJnk3qV5mjeiTbYqE8/guPnAAAgAElEQVQpe3aDXcXdaQW9A9P4fBdBCABJluozi/j512oN7NlNmsKMGTTnVqxYgQODZI5u28lu1m4yJwYGZmJqiubE0BCNwZyZMzTnJmMTyyL1UuvZDc/PLiEGUbwcKTWFUkopJSdHhaYQGIOOuIIs891l9J2428bHJ3QVn5oiO69arSJjnEFW7yiKMDJMYJG4EWW1r9cy9A/QCj01yS6nsQYWLqYgFwF6TBhjz549fI+K3gsAJkyIapVAyosvuhQAsOqMczBREzcS58s3gM4O+S2BhGC7efbcOWg0KUIyDjn+3mZK6Sb5Gbp7WyCQABgJCDJGtSpFlw5DImOtI3X1cYTQAxH55k6rSPNYBR0u5kq03tMnGy1QMhyC3MYSkAyP24DB1kpc1ci97m56PmEYoreXgn96OHhpamoCkxNki+/eTfjBnDkUXLZy5UqseYhs8n37aNwXzZ6BA8OES8izBQCuDIdJBjdNSM9ucnISqaU5k3DbgqrBtMIouOhSx78ghDD1ibqOreAI+/cdwODBIR4HxsB4vgRBgA6ea4JLxHGsWmyjQe9BpSNEKvwWmjnLQL21Sjp8pHJULAoiURRppGEjoQ6LH7peS3WhEMApihqK7MrE6ezsRMoRcENDTFLCum5XTzfiCj1G1rzQ2dWPmbOYMY4nZpI20NdPKly1Sqpffy+prqNDB9DT0wcA2M9g11133aOTeclSMhl6ugcQRf18WXqIT62jDPPh4QPo6RWzR1RAi5ABRmEfSgURzDJYngguXRoQgDHPPm1ajgF5kNBHox2bs5I1uu9b9EjvPuKfb/O9qPZhGLbELBhjW4qjZDbTqD/B7P2K2hP8svd0UUxHkiQKOov5uGPHDo1BEY+ERDiesPxYLFlCz0Vy2JrNFA1OtBoaJuCuo9qFSd4sJiYTbkfE5xs0OD2+xvecNtDlcTkKMY1b0FNuY18fbURROIWFC+m3c+eS5+CJp55Cg88Ts0BMhcBELZ6DRrOGWMydWBbvJiLZPyLnk6L2WzUXj1RK86GUUkrJydGhKVgCSPyiJxJPkLDGYK3B8EHa+cfHp/ScaifHGzRphRwbH9FElClWAUMGlIYOjOGMM5YCAAYHCZTq6upRdU12nd27d2PvXgKE5s8nIEs0kSTJ0Meawu4X6ZyxrTvQ3c3uqk76zszpQMImgkTHrV1DyVVR1ARbFohjoUOLXGk6K9RvkuthkLHK6lORHc7/XNQU/MrV8k0QusrIMkZ0rjNR/PvkciUk1sBmCjpq9KnHiSkgnp9jUTRj0hRIIElrHI0qrklY9Peydsc76uTkuD4zUZO7uzrw4ot7+BocGTgyovc85hhKS969excAYHyihlGOQRCX5+TUmGoPjYbk0rDWZiKkol4yqBjHscYsOOvLaVwp61HT+yn0tVqZRBiQSbttB4GKe/bs0WcquQ9j49SuNNuH2TNncXvoPRgfT9EzjbTYTh6rRlLzQOfiJ14uzlhqCqWUUkpejg5NgWViYkrBmYCzAic44y1JgSAkQChjwGdsbAIRR4hNm0Y7dLUSq0tnckqILGjtazRrWLbsWADAs5uItAImxOgoaSANJjLZsWOH7mZC5iHBJrVaDRWOX9+wnjId0xDoZI0lArd7vIZOjmmvT1EAytAw7Q5906vo7MxjClla1Ug8oe9KtOJRpu5JeFWbWtKScWjtwdrMo++K9VyHH7DGELrgpZTp6USDStMjjaN3WZZOYxEQtVVTCIzVPlc4OKvhkfRKrP8zG7cAAKKgA7NmkZ2+cwdFOW7Zslm1IXn+CxdScE9nZ6eSq8R8/VojxP4D5AoUgHliahJpIn1nujTW0CxCNK2Q5jIg2NmlY5oIVZvQsiFUjGOANYWJiR3o6iKNcvZsOvb8Cy+gLlWdOINynF3vAwMzPfo46lszqWN6P801qRRVCSrqJi+GWIZhqIFNRyqlplBKKaXk5KjQFCwssiRFfaqGWp1XZg4yCiNaKYeGDmjBUikeY00Mw9pDtZNW+77efkzvo9VYqLKfeYZ29NNPPx0zZpONJpjBwIwZuitt2Uo7UWYt+tnlNcH4xcgwZejNmz3PZe3toeuaKMW0HgqU2d1Fdm1ntRtz59G9RkfpXnFMGk4cGVQrkjnHO1IQIrDilqN+xlYy8DJN+0gzt8u27NqZdXn1xeClMMoVNS1ew1Ug8neaYshs1obaK2yhghcxxlCwUuGYo2HjY9YoxXzG2kks+QUB0FkVsl3aDfv7Kur6FZfx3HmzNUdiLqevChX65OQk6pwdKf3t652OWTMpkGnfID2fZpoonpNkgi2Ar1VRAhMj6H+loh6rUDEWGUeopjhvLrkft2/biV1M3rNgMWkxJ5xwPHbtJu+HaMczZ1O7ozDGMM+7DgGh7BS6OJBOiFXqtQwxk/BIsJj//A/xeA4pR8WiAGtVRRW3zPg4AStRLAy+CTKepAHHzieNTAk4Guy6HJg5C12cuLLqdHL7DHIC00WXvB4jDD6lyp6TqhtK4iDiuKpuwclJBn34+itWnIh9exhg5Bj1nmkhxkfJvBjcQz7y/t5egGtADI9SNF13Nz2d3t5YefwDYQs2kbryRGWVuL8oMC4nID10bjS5HSV9mPvHannsJye5JGB16UoEX76WgSwidHYYesVkvWI9hwS5bGtVcEqPl4nL7Q5CjdkXpiPJj0i9ijL6YsBi1y4CDOfMoQVgYEY/9u8nYHeEzYL+aWT6jY+PY2z0IF+/we2IsJjNkkkG8fbt24dMFmZ+uVN+RZLMIIOwggui6hY4YdmWuBljAvT20EYliXC1WoIdO6jdTX7Gc+fOxT6OaBQy8W42MQYHBzHFbM5z5tKmkzSnMI2BxtArNKsxIkZAYRnjX2yB2VJKKeX/QDk6NAUmWfHrBIhLamSEVlFjYjRZmxC1rFEf19h9cVfWphpYdcpKAMCsWaS+C/B0xhln4Gtf+xpdo4t5/+IYB3mHkVihDi/CbXAvuS5POfkUAMCiRYvw5ONPURtFu6nVlR1agKdKFGPfPtIaQk7hXTCHVvup+kFEgQQqSTagU++dR1DDjVp4DYt/iwio6mcliqjZoOe28jwCRu8lAY0+oCnRdAJ8+iXzXHFTUaWd+eGzNLcDSKXmQVeXRPAxw3YQoruPdtyZA0SUMjwy5TQ4Dijq6KhoFOrM6TP5GGmZ9XpdAbvJSQJ9B/fvwrJjKNflxBOJwGTv/kHNGZGE3Ijdhc008drrp6Oz21jyVRIdNL2n0tLZQAlX5Pls2LABo6xl8hBgF7u6gyBC77QO7qcDXvv6CFRvNLjuSGen/i2VxJwb2cIn0zkSKTWFUkopJSc/jwKzIYBHAOyy1r7ZGLMMwM0AZgB4FMB7rLWHLSudJikO7h/FtL45SHmHEKKUTHc8g4EZFI7c10s7RpZtw+gohYRKhdL16x/DqaefBgA4/2LKTTj2BNIchoeHsG8/nd/JxBa1yXHUp2ilrrAdGwUhJsapyXPm0m5y2uvOAwBs2r4buw9SeHPCQE+SVRVQmz2P7NhmOoTxcQKQFiwkuzdrMoCEbgTK1MxEsiZBmOV3fskQDYLIK9oqQKx1PAYSFg3bwmTdDlTMaw+m5Ty5RhAW+RQcACxZpjawGqAkeEDVq+qllYtcxHYLAzcAdFZEO2PNhWOpGs06YOj5zJ5Hz+fg6BA6O8nursYECI8OjyCpsXbJuS89naRlzp45B3PYhbmDx2rfvs3YtJn4LV53LhHdnHrGsVj7KDMph6SxJDpmMUwgYCi1rdlwBKy1SbpnJeKgKtuBzpjmQu8AaYiLly7Ccy88DcABk+lUA/Vh6l+1g/q0aBbz/IWZut8DS9rmjJndCELJc3AcIi3kNDx3rEmVTfpI5edhPvwugI0Aevn/fwfgU9bam40xnwfwAQCfO9wF0jTF6Og4pmqBAl6THAUok8qYUNHnFSuICv30M07Fj3/8QwDOm9CYSvDtW6js2kXnXwDAgZcHBw+o+igqb6PRUD7A/v4+blGE6b00Kc49n6jERRV98MH7lQxDTJCs0cT06RzJyFDv6NhBhBG/oDzB68wMHIQpLCdHaSmywCM/SQWsYjDSGCTsa5a49zRNkSrrspQsczEGRR5Gv9iO/+nMBnlBrZotBq0mi1tQpI2RV72ZFyIpAGxbTZwgsApg5orBSJKRMHHzvandNA5iDq5fvw0hF92RSL8sS9R8kbJrYooMDAwg5Oi/vn6apr29vdi2nSjVt26hWIezzzsH42M0V55aR991VIUoxSLk6NMaz80dO3YhYubthfNpw6ryonDwwDiGD9I8WcJ97+zs1D70MCN40mwiVNIZjqdhE6QSx6hx6QABMgdmztDoWulvFARKTc/D6EzbZuLxXx6ZvCrzwRizEMA1AP6V/28AvAHALXzKvwN426u5RymllPKLlVerKfwDgD8BNIN0BoBhKyl9wE4AC17qInFcwdy587F33ygmJ2nll51Zy5BnGcbZBSiup1979w1YxoVZfnjbHQCAjRufw46dtPJ/+zukMZx8EoGE03q7NaItqLL6noSYM5uAKSnlNTE5gaVLKPJxLqtya9c+BAB4ccdO9PVTd5u8Y3RXq5g1m9TTLKVjjeYkZsxkUhAugy6FS8Io01L3GtVnXe6AsBFrLkHg1OxmGwBRhHaOfKaiSDtQkjQC1hpc7q8ikeJzD0M/ilKozsS0CRAWSqz5ImpsDvgUf78StXjmC7c7ku6lqfa1WqVrHbN0IZ7eQJmQxyyjHXp8JEOW0u47m2NRZs6k53rgwAH0cuxKxHkRXV09mNZPav327RQ7sGzZARx3HNG1bdtCpt/EJJOWhLFyVYZsNu7bPYRujpOY0Uf37JpO2snihfMQRQJu0nO3WeZyGZo1bkenapkZa1ACmjeSunJX9s9gk9kAtYaAsmzOAKhxQEUlkAxbL9elSCT5EvKKNQVjzJsB7LPWPvoKf3+TMeYRY8wjExwnUEoppfzy5dWWon+rMeZqAB0gTOEfAfQbYyLWFhYC2NXux9baLwD4AgAsXDDDVjp6sGBBHw4eJHtJyqTt209upt27d2up8UceovoMxx+3DO96z68CAF5/CRW6/vxn/wXfv+12AMDc2bSLDO7niMJonmaYTUzQDjBjxgzs4Ph5sb/nzJqLhQsoO7LOu/ujjzxC15wzCxkH7oyO0nezFs5HH7vNRkfIhZlhCmC7t94Y4/s7yrHUK/9G4xG2RAtq4aLMgYriuhMXri8+cFeMXhSNiw7KH55707tOsVS83CbLbEsb/cCZ4r19YhdXxt1o9qC230JJQjIlbiUbOY5jAhsBLbK74sRjsW8fAcYT4zTeS5ctw4yxXu4e7YzCq9DV0Y1pvaRFdHZ26HUlM7TGTL/33vuggoiSOSmAd1ztUA2qm0HOZgKMDNN8jQOaV0MHCEeYccwiBWVHOSrxwIEDqjUY1v76+/sxMjaqbQIcW/TEeAOzZ5OG0NXD1cUmxhWkTnkedlaq7pk1haRGeCzCXPbxkcgr1hSstX9mrV1orV0K4F0AfmKt/TUAPwVwPZ/2XgDffaX3KKWUUn7x8loEL/0pgJuNMX8D4HEAX3ypH9iMKNMWLlqC448nO7DG9v3xCRUNXbt2rdJjC/r6ta99DaecSoEnJ68i4tTJyUmcezZx/Pd0CR0bh84GwEAfuYmGh8hmDE2EHs5wlGCTrs5OpSs/wPRdS5ZQ/PqyZUuw60UKW97E2Y+9vb3YvYvs0vFJclcuWTpbvQ7iVpIMtmazqTn/fiFYm7Xa/QA0w49+4JiahEtJ6+0a43x/XlUIADlad72UMW1zJYwDM/hTPBpWQ6TFHWaNC5suahiHcoO2C6bR9sm9+PxKFKHJocmBV8PxpBNpXjyzkbJd6/UxdDLJ7sEhei59/Kx7enoxNEzuyaHN9DwnJ4FZTJ66Zw/Np53bd2DuHMqHWLqQnveBQdrFR4YnFDvprJKm8MH3/yZeeOFZAMDGDeStkPDs+XOPxUA/7fJ7mB5u/fqn0NnFhWUZD0iShmIKNXYd1lPSXBYtXYDObnbDjtC8CsJE64EIpaBBiIoERdXFWyf+6gA4TGh8O/m5LArW2nsA3MN/bwZw9sv5/cTkJB597Cls27YXxy0/GQBw8cUXAwDmzqNF4tRTT8W99/wMAHDPT+8DABw8eAC33XYbAMfg29nZiUsvpfgEGZh9HJU4NDSElSspZmFklAa50ahplJmo2AcOHMD4PJpYO7leQMaFYoYGBzUCrp/dW0899ji6u2lB6e3nhaWrS2PTY07MSa2UsTtUMZa8C1DMlDTNlHtP6NYyazWGQ8lYglBV4uILSgtA3p1IcQeysLS6rQyDsu2qSLeLf5AX2r9Wlh160cnFSzAWJuX8Us+1Js9HXKWN5jj6+kmdPuvsUwEAW7ZsxwsvkKXaO40jWbtoUahUKpiYoPYKtVtc6UY/13HYs5euu2LFCrz+Ipp3P3uQgGVxSXbPnaH9Ghsm0+Und92J//tv/goA8OSTTwIAPvuZzwMAnnrycVx+xZuovWz2TkxMwDDJSrWTntP45ATqiQDcbI5yLZCZMwewZz9tNupKD6yu+4Z3ndrkJCwXC+oUAFieXRAgiByBzpFIGdFYSiml5OSoyH2w1qLRaGL33n3YvYdWYQlGuuGdbwcAnH/x63HG6aSASC7Dl7/8JcybR+re+nXrAABLFy/RnXzT81T5ScCdPXv2YMlSSlldeTLtMOMTw3j0UWH6JZNi+fITNVBKTAppz9Jli7FtGwGTxx1HFF9ZM8P4hJBt0hY3a9YcGC4YG4RM9gKpTTGhab0S7GQQaKFWUc0lldoi83ZXtwsf2s2INuc4urt2pCztApqkipavTbQDN4vp1y7L0rRoEVmWaeqxH2ClGoWQhXAKM5JMNSs5P65UUGMTshLTXDjhhOPU/NrNhWh3TZDmsHPnHsyZQ6ZCTw9pd5O1KbJbAfR00S5746//Gp54/HEAwNPraeefI8FG/QNKB3fCGaRtPv744/jtj/wmAOBvP/F3AICbPvxBAMAt37wV3/n2NwG4jN9ly5bABNTPYTZndu3eiakG9WXREpqbkpOxeetmDLNW0tnJoHVtEnWuBRFUeNzjWH24cUzmhmgKYRR5JuWRSakplFJKKTk5KjSFOK5g3vyFOHhwBPUaV25iYpR/+Id/AEChypdefg0A4G1voyDJ22//AS6/nGo3fu4znwUAnHvORdi/j/AC4f8XO7Jer+OBBx4EAKxYsRwAuSSlHLxQZXV19mg1KtFE9g4SQLVp81acfgZpGQ888ABdo38mzj3nQgDA+qcpdn77thexYBHtTt3M3S/VoDo7p+mOnwsMkvBiI1wIbowcRVqmv3N1Lt0uLNmFfFl3Tui5ptpwG0iRWHiaQiK1BNqAhSJ5/oW8puDXkpR++uflAElumrgkJWzXGKPEK67eQUOp16dq43x+N045lfCoGQO0C//krtV87ypOPJlC48MRGo/Orhgp2/LXv+MdAIDV9z+AH/+YguBmsIt5xgDNiThIYbmCV22CNJHTVq3Ehg00T//oD34XAPAXf/5/AQCue/tb8PWvfx0A0NtP86DebChesGcfYQW1Wg0rTqK2Sf2RbTvJlTo+NoKeLqEWpH72dHVr0eUOzhfp7uhUrCnUosqsbWZG3d9HKkfFojBjxgzceOON2LJ5Bx57jNS2zZsJVRb+xH/+50/j1FMo0Ukm2JVXXqkxBg8//DAA4Nq3vkPLb/3orrsBEHAIUOz8xAQN7vbt5EEII6veDCHRWPPwWhyzjBaNE0+mZJm5XEH6vvvuwRlncDsYaV770CNYsmQxAGBggCIgt257HuOTtBgtWUrxEvOYiamZTCLjlF/nWcjQweQwUq9AklyaaarqtSByJoxcSKBPoFJ4yTN9sTO9nryozabLU5MxNcZ4MQVMfMJvrPHYn+WcLMtUbXcRipJ6bd09xeqxrQsFxS5wO8QrA7dYytoYBhJFCSRaRJbuNTo6jCmu1SA1Ht78ZnoZt+/YqxGy1jLn5sEaTuPF/cUdNBdWr16Nk1aQ6bmUmZG6OK7hxRd3YpQX627OeVl2zBL1Zq19lOJY/v5T/y8A4KMf/Sjmzae5MDREz3Pnzp04cIDMUImwXLZsGWbNoIVicD+ZrzUGFckrRvfsYA7SKAhR5QWzg70QlSh2RDgcGyE5JLBwufhHKKX5UEoppeTkqNAU4jjC7NmzcfJJq3DppW8EANx/P7kdv/HNrwIgjWEHc+Wf9joCHG+88Ub88Z/8PgBSzQCgt78PC/rIjXnKKZTzsG0r/a5/ei+2bSMeRnHTbNuxBWMcUSZAUrOZYsWKkwBA3WHPPU+ay8xZcxQou+SSS+haiHD7j+4CAFx4EaVYh0GHmkKPPEzpskuWEj3cSScfiyjmylY1Mik6OjswVSeNRQg7xBTwwT0f1HPkJu77YgxAnsgkyZ3jk6z4ogzFSd6dGFgg4d3S7eSmBaz0pWha0InizuT/ZsZVmlJNx/XDqgvVEZgIyUvSFPq2CHWOTBS57DKKcv3Z6kexZQs9PwH65s1dhCnm3/zhD8lkOPfs87BsMcUn7NxFKvwLL9Dv0tTFlggg3dXdo8DlmWdSnMzgEGml//RP/4STmOxnw0bSZru6ujAyRlqAkKGsPOVk7N5N81NS1buYAzTLEi8DlSM8g1BNq0gYuE2rCScp1M0sJe7JlyGlplBKKaXk5KjQFDJrMdWoY2BgALNm0Wq89DjKUhxnUOerX/0vbNiwAQBw2lm0G//sZz/D1q1bAbjc+UcffRSXXUGAZMz1GRaxvb948WLl23/2Wdq99+0bxMKF8/lv2gEGZszEQi5L/9RT63PfXXfdtXj+eYpei2MavndcfwP+9m//FgCw+QXaFXp7ezDO+MX4BK3aW7cQ8JmmKY45lnakLi6aOjE+rKt9d49w/fPOnvrEp0JrFjq+A3h1FCRfgo10H5h0ZJ70nQl8cJCPeTt6JNGWyhBs1G2qlX+9rImW3cojgvHJXNz3zkUqYJgEZCVweIexUnuB3ZUIkKXipnT0fSEze2/bIS7jlXxOomXsh0fIxTdtWj++e+u3AQArTiCAsq+3H88+S89WXMZJU/oZ6BiJwrJz54uYMcAZi9M474JxjzCM8cIm0kqPWU7Rl9u2bcMyjowdHKT5lCUZUiWioT71MriYIVVsQDSGKIgRifYguJFtwPJzTjiisZE6UPblagpHxaJw8OBB3HLLLdi75wCufnOefmHRQno509RicHAo99327dt1InZ20mKyfv16nHk2katIrIGATIODg6jy37PmkCq/vD6lZCmbmeL9+ne8U6+7di0lX8mkOvvss/HUBioUK4vCqaeeqmXJtm4jVXDO3FnKurtgPgFf23cQ08+zz+3U4jInnkQTJopDJYOZnKSFUCi84zjWwiyuQrLx2JY9UC7Lq/Ly/yxLPFxSFpOwJf7Zemp7FFZy31E8gYuGlPsIsCgvjSsVl8HxGWoccwsgaa1b7ER5lUUiTZvIOBJUYjpsBi3eKi+hH55x4AB5ilavoQjYE5afin0cZ7JoAQGIt/3gRzh+OZmIS5fSpnHPvT/BscuWAgCqVZone/cRwEwVrDlRiQHk2X0zsWU7Pe9pvQQEzpPw6IOj2LqVTJATeijcefbs2QrKDgyQibthwwZ0M2X77JkEjEooe1SJXRXuRMYjUzMwkWeVpbA8RrIANNizUmvUdIE4UinNh1JKKSUnR4WmMDk5iccffxyPP7YOTz9FJsIf/9mfASBzACAwat68+fwLWsv6+qajo4PMBgGvnnnmWTUpFi+mHWBsbEw/U47SE7ILgxRPPEGxBa97HSVSnXXWWfj85/4VAJR6bcEC8iHPmDEDdY5hSLlIycw5s3HxpZcAAL785S8DIDeo1G+45pqrAQC3fJPZnSOLA+ymevLx5wAAxx63SAFGYebt4Pj4LE0BIzujOO8Cj/dfRtLArfMCSApo2Mi5AAHOqVD1XlilQ89UKX4GgOZjiEbiRyMWEqkch4trY+Y0C8UNU2jxVjmWiDqcJMrYLJF5NsvQkBwz48rBGQbq+qf3ctvoms8+swEHD1LswugoaWGdnd0KBH7nO7cCIBfg4qWk1d15548AAEuPIdf0yMgI6hzvAs4v2btvP2ZwUtWmLVupvUyQc8mll+PHP/4xAKeBnnv2Odiwjub3bOaMnJyoYfmxZCr3cnr3FKfrR2GAZiaAYZPHI9PaFepuRgLwOGQCykoFmNjA2Je395eaQimllJKTo0JTCIIAPT09mJps4t57qFz7hz74YQDAOJflNibENC4BL7RY55x3Pr79PQKLBD8wiPCf//mfAIBrriHAcYAjykITIOUVd9s2cjU9te5JzGY6NglcOXhgCCNcUUiCR1zGY6j4wvbtBGitfeRhXPeOt/OxrQCAe+65B7v37eXf0jCfdvpZAIA7f3wHjj2WdqTxCcq72LFtCDNnUf+E+LRupHRZUwObmkzt1q7+g59r0FrPIXBBRanDGUQUyIqMgoICUuYjJwUvcCCoaGlSnci5Ff3fOjekI49xQGNDywWyJsLnpFmCVADJRNyQFvWad38AnV0Vz0XL49akufPU44/h/PMo+3H1aopyvPqaa3DbD78PAEpyctHFF+DueyjgbRkD3aIJ7DlwAJ383MWmHxsbg+CQy4+nqMSHHybNdsHiZbj6mrcCAD7/xc/z2FZ0nMdGSetYOH8ReqQQ8aTkc3C0Zr2uQWLiLq83Gpp1maSiLiU5yj66F2MtceSiVY9QSk2hlFJKyclRoSnYzKJWqyHLDM7hwKT+2eQduOACyim47777cWCYdlVwIMfcufNx1lm0+951108AAF2d0zAxTiv/D77/fb4GeSMajQbWcTblli3kelq8ZAHe+EYKmPrmNymr7e1vvx4VDm7qqObJN/v7+3EK26LPsFvz05/+NN7whmwmsgoAACAASURBVEsAAFddQzn0JrC4806yKX96370AgOuvI21i9eo12LeXNJF586mftXoNg/slkInW6q5u2lXiChCGbDszTZ3NjCLS1uMsaOcWBGincS49J+24DSINpc5nJ9J5rHlknlbgikLSvZpOw5CCteo2hSNidVWvXF6Elr2XS8L1SajPG3WLZtNzwwIwtbqSoQaWpvXwIOFB1157LXbtJK3tLde8GQDw7POb8PTTNBcuv5yCnObOn6PuzA98iLIdv/1t0kRNEGjFrJiDmGbOmoWtrC2+973vBwC8uJvuc9vtd2DmbMqb+Z3f+R0AwI/vuBNnn03ze+PThC0kSaZeJ1cCgPrUzFL1sjQYc6nVm5jgYrnNhIO1glTLCVQ49FlqiprAwIS/BJKVVyuVSgWLFi3Cxg0vaJSgyBmnE/jX3d2t+Q3vvOHd+v3559Oi8dxz5O7bu2dQ3XaSN/Gd73wHAOUUSGrxmWeeDgD49fe8G/fddw8Ap+quXLkS3+34AQBHkDHFi8Lq1auVAOaOH0nNid24+eabATj19+N/8XGNlHzwQUqcupgXuMsuuxxf/S8qX9fVRaBYX1+38kH29BB4mmXOLy8RhGIm5V9UefGTHBei/52fnCSuvTiOVc20Nv+S+SI+cDJBJN2ZjqRp6uU+SEQok8lEUS4RSq7fjnlJX3we76bc01g0mZtxitm4mo0AaSLtpXs3mgliIWphsO9Xb6AXdfUDj6JRp3E55WRa0G/7x09jxixyFb7z3TcAAD73+c9q+nKN60mMCdC8aKHeS2IMBgZmYOOzlBA1yfkqAjj/x79/RReUj/35HwEAli5dimefJWD5iiuuBACsWf0A9u+nKMg+BhrHeVOrJw2tdN3kxaHWTFDjVGuZH2HVuMQ6SVH30mJsmTpdSimlvBo5KjSF/v5+vO2aa/HMk/8P9uzdyUd5R+IKPNUOYO/OrQCArZsIJJyzaCGms5lxNYOKt9z8NUxyGTgpzrmMcyBGR8ex6vQzALgqU3Nmz8e69cSz96Y3keo/d/4iXHjh+QCIVw8Amk1ane++8y588pOfAgCsWkmmy9on1mpc/E/vvgcA8L4b348P/cZNAIAnHiaX5+23kWbx4Q9/GHezabF7DwW4nLzyDRpnf3CU1MkBLqg6OpEg4BJkzZhj8esRbCZlzJwbslZnFZSfrORPpFmIgNmlXRFci7hCu03M41yJAkQRV69i8ErNCWM0jVq2IgurQJbs0EqtBmgZwECCkhKjeQuimU3VGphgU2iCaxoI72MjyXQXVoA0yWCTfDsqqGKK73X+ORTxOnqQxnHtw4/hwx/+CADgnz73GRrjsX34xJ9TRqPlcXlozWO46SYyG+69h7S7+fPJrT012UR/Pz+DBpkICxcu1LT7++6j8//wD/8YAHD33Xdix05yRX7lPyl/56YPfBB//ROKfH16zkYAwMxZc7HpBfo76CTAe7g+yl1LlK+xwaBwaiyyuKBpRRGaku7O4GPTSEgrtH7HkUqpKZRSSik5OSo0hd7eXlxxxRX4t3/9ohJgvus99F0lpt0+iipqq37jG98AANz4wd9Q3GDZMnLxveUt12pmpQBxQspywgknYmyCdtIvfelLAIA3v/nNmn05MsJApk1x/fXEUn///eQifeop0hg2bdqkGXdvfSu5nB58eDW6mEl4cJDCYv/yL/8Sf/HxjwMArrqKtJjvf5/Y7uv1Ok49lXL5f3g7Ec9WKh04/UzSYu6996cAXD5HWIm1n91c5NRaKCeDagNpqoEtSY1dWakDGjOwFsFbeRwEqMQCZtJuUo1jVPlYE678OUAuXcEqKlJpyxjFOyKTJ0hJE6su4EyZp9OW9P56vY4GP1t1t2WSA+GxQPNnM0nQqLE9nXE7ohDjY9S/mTMpv+XxJygc/SMf+Qj+679oTjyzkWz6D374Q3jj5VcBAG64/lcAAMuWHqt40YMPEhnPddcRAcun/v6fcM45VFdU5lqtVsNppxG3xne/T7VGXnyRyFP++Z8/i9/8CGkdT3A71qx9GO973/sAEBM5ALz5mqswvo6Aw5HxKveFa1Y2m8qPocChcaHdLpQ9Q7MpLM75GqImM6qlHakcFYsCjIGJIhhjtIAHGLCbv4DUt/6+AUzwQ3/40TUAgLRi8ZZrCU3u5djz6657O/r6ye9767cIYJRYh8wA//Ef/wHA+ZoXLlysAyiA5Fvf+lbM4In1q79KxWY2bSIgc3Kyhp/9jGLqP/SbvwUAuOiOC/WYvDRr16zBXXdROvWv30gr3HPP0YTcuHEj3vCGNwAAHnmUwNN9+/bhzLNoURgaoqi7YznSzcBomm9YJTCqUgXSlECwOpsMSZYqI1GjQe2QydJIGxoRqFWfg1irKscM3DXCBBOMfofsgYliNg+sx+Jc5cUkdHEBct2GvNBergSkoG6SeQQt4PbXMcWsRhMM8Ekxk8z4E5rjJ2DUOyFrRq3ZxOlnECg9zv7+Cy5+PQDglm9+B48/SZ6GP/4YRcre8K6344/+4A8BOJD6j//gD7F3L+VNyHM8MEheop6eaUrGs3AheRWe3rAO7//AhwAAP76TPEz/8Kl/BAD8/ac+iX/74pcBADd9+LcBADd/4+v4q//x1wBcWv+u3S+in83E3l4CnQdHCMiMKrHmptjUeSTE2xNk3oIpRDjWgcIAEFjbAva+lJTmQymllJKTo0JTaNTr2LltG4aHRzGtn5p0cIhU+elMVXXeeRfijh8SUFfpoJVv9ZoHcOHFFINw2inkYqyNjuGNbyJ1/cwzCAgU7sWbv/FN3Horxbn/y7/8fwAI5BRV/t57abX/+Mc/jt/6LdICliyhLE3Jo9i48VmsWUOaygc/SOrhn/zJn+ArX/kKAGAHMz1Pnz5dd8SFC8nN9T//FwFbmzZt0uIyK06kTL0dO3diFaui06ZROvWePbRj3Hjjjfjud8m9hZT6Up+axFSdVO0OzvJMa1Oqboqp1eQdN8ms1o7QEnSwul3Lzoxm5vFHOgITgFT/kE2E7m66fiWOEXHORldHnqPRZ3qWY/W6i8hztHApxhPOJ2GTz0QuVkJcnsphGQQIOV4jYJC1PplAsEfxZsrv1qxZiz/4fQIAf+Vd5M7+8z/7A6xeTbUdpnPRliuvuhq33kK8ivPmUa6LUONdeOGFGk9wzDGU2fqjH9+ugPWll1Ksw49+dCcA4Lc/+jv46ldpTnz2Xyii8V3v/FWseYg0w/NZi/nRHT/QiMpKD7+OgURuZki4z0KJR0qY+Bup76FX1CeU8vRe7IfUHTlSKTWFUkopJSevSlMwxvQD+FcAK0HW3W8AeBbA1wEsBbAVwA3W2oOHuAQAyg3o7ZuOuNKhGY1PPEluvEvfcAUA4I1XXI077iDaLMkASxtN3HU3rcyvv+gSAMADq9dgw3qKP7/xxvcBcBwEt99+O67gqj0nn3wy3zxSN5JkV65btw6f/vSnAQDvfc+NAIAzziB7f/v27di1i+oJCBjVPzAdl3FVKomVz7IMGzeSq+kTn/gEAEcgu3fvXiV7cdWDJhWknM65Gs9vIldpHEa46krKtLz1+wRMzpk7gJh38jq7YKOoEw22zXWMxH6Hcwtm4qIyFg2pI5F5u3wqtju7KwPJWGwgCGXXpp2ooxMglMPl91vd3VJPG+D8/nrdgYmJ0yim+PuANYROZioOwtCjXmMVILCai9LkQrBBGOPEk8hOP+csAgQfvJfyHE45dRXefj0BhlLC7cEHV6OTM2znzydNbuacuYr7zF8wl9tI158zZw6effZZ/RsAxidruP9+mgN//Td/AwB44kmKct27dzf+7u/+JwDgf32ScIarrroK69dTJOOvvOudAIDLr34Ttm0nTOOxJ4m7w7BLuJHWiQMPQOrxUTjhMchSdRVXpd6DlxErhWuPVF6t+fCPAO6w1l5vjKkA6ALwcQB3W2s/YYz5GICPgepLHlLCMERPTy+CIIQoPRKCKovC8uNOwDnnnAMAWPMwPYgwMsiSPPPwmocexu0/+BYAYNUqMimWLz9e7/NXf/VXAICvfpXQ6Gaa4L2MCEs05a233qoLhKiMV19NL+Xzzz+Pxx4jNFnAx47ObvUOyILx9NNPK8W8RJfFsaQxJ9jF38niMH/+fE0aOu888rNv3UJ+7ptv/gb+9E9pCA+OS4Xkn+KEFUTssnc/gbNjY4Po7CFvjQlq3Gd+2REgZM+F8AMSw3ue9bmZWKSSeMQv7RSn5SaNOsJI0qMZrIR1oGCYBzIbjYYzY/gzaWZK/CJRi5kBQi5iYgTIpLsg9dJ5rMZLhMoNkwrdebWqHo6NG+jlvYNjQQJrEEY0Lps3b+b+AlGV7nn55VfyHQwOcJGWk5gS/sVdVPV8zpz5CjQOzKJ4goGBAZ1Hb7mWoiLF0/WZz3wGw8PM/cnJY0PDI9jELOXf+973uL8pXuRYFSHVGeUUbRNZWKkw7YWEt6a0W6V4l2NxJK92pvPuSOUVmw/GmD4AF4MLyFprG9baYQDXAvh3Pu3fAbyt/RVKKaWUo1FejaawDMB+AF8yxqwC8CiA3wUwx1q7m8/ZA2DOS17JGATVDvT1D2DoILmEHn2EAJlGnVbNSnUaLrz4EgDAAw9R9FiapR5noexujkxkC++0ExybcNJJK7VKitCs7di1E9deey0AF9F49913Y5CLv6xjjeXcc0klvfLKK1XFlFJyg4NDSgaTaNHXQF1MQeyAOoDyI+Rv0Sbq9QEs5910xfFULPeGXyEVc/Xq1fjvXGTk3e8j9+b5516gacBnnEm1Kba/+Bz2DxHQKUQncczjkqV5GjYAVErOyl/8aXImB+DU9qRpEfN4N6ToTJxqbH06QTup3Kder6v6LTRhxPOYT80OQ7fzyy6VCP1Ys6FHRYNp1BPYtFUrEYKbOtd/EBWtI66izhRqUiwlCmNtm8QaAEaf6THHEZgohYV6e3sxNEyuYslNmTVrlmoDwg7TyRXM0zTFwHTSKOQZE/EOu7855T+zTQRsBh57/CJuhphrTX0umjyGzJkG/IzDOFAtQ/gb1WTIUlR/gUBjBOAMAJ+z1p4OYAJkKqhYmnFtk7mNMTcZYx4xxjwiCSGllFLKL19ejaawE8BOa+1D/P9bQIvCXmPMPGvtbmPMPAD72v3YWvsFAF8AgNe97nQLxFiyZBn2HyQbbv9+Wl3v/SmlRF/+pmtxzrmUjyAr8P6h/a74KUfOnbjyRNxzNwGSzz9PNv9ZHInWPzATCs7wrnzgwAEFBFeuJPfgwoULsWcP3V+K2YpbZ9myZaoBjIwc1PMlkq3GGMTo6KhzI9XEvpcKTS5TUEDQkZERfJ9BxD0v0m4loOVFF1ygkZ6f/OQnAQDve9/7cdZZhLE8+SQVRT111YmaBbp/iKI0hfQ0CiysEcozYQE2jtkZkg9htJ7ABLNQK2mozRDqPiKfRl2AmUbViXZiNfjI8lRLs8xjmuYciDDCBJPNSA6JzRyxi2RmCqhYm6wp+BjzdeOw4hHFcEbhJD2LqLMLjzxCmqG4mKvVKuqcdSlM3YALzupgIuA6A7dxRwVjnL0oORALFsxDD1duEj/vD9lt3ju9H2edS89HIhqHhgbR0cG4jg5fgC6eYzXOku3uoXOiOHZp5pnDFGTshSQnbSZAxhoCk/FI6r+xgUafHqm8Yk3BWrsHwA5jzAl86DIAGwB8D8B7+dh7AXz3ld6jlFJK+cXLq/U+fBTAV9jzsBnA+0ELzTeMMR8AsA3ADS99GQMgxFnnnIeHHiW8IGNX2ZNP0Sp7+ZuuRQfnAixaRIFEe/bsRWOK3FshI9OrTjsFfX20egumIEViTz75FL1j33Ra7RuNhoYoS43I0047DevWPZX7rcjevXuxfz/hDRKGvGrVKkfCMp0LiO7Zg0efoB3cFgKKOjs7tbS4uOcmJycRM/28ZEsK7dtDax7GypXEAxAyWeyXv/hFfOADFDx15unkZVm7di1e/waK3X/uBRqr7S8SmUw1DjDFAUJQTCFUj4SSudo6mkL2EZCzUbIeY0SoxpJ7wd6KpqvpoDu65jEkXl0JDqeOqvq35jfUEmTMaya0tJkRl2riUci7ClFa9BaC4Thbf6ROWgeb2RgdOYh1T9I8uuBCCnZbddqpWP0z0h5WryZv1mVXXIauLnoG8owlcCtJEvU+iDYxffp0HLecKPy+xsFr69cTBvUX/+O/45RT6LvPf56Cl/bt2YsK58g0OUelv78HM+eS5pmkTMfGIeRB4EKUQ6bbTxOrAVWCI6RpilhcxeyNy/j63Z0dqvkdqbyqRcFa+wSA17X56rKXfbEswxuvuBxf+RqxKI+M0kPZs+dFOUEZfvumk1odBJEO0PgYgUDTpvWoilgEBAc4zRVwqnlXV5cmPV16KUWZvfWtb8HKlRTHIOnL4qO+5VvfVIBKXuje3l41A4aGqDbFddddpy7L/VxKTFTjMDTabnnoxx13HBbOJ7bqyXEGV7mYzbkXXIiH15CVduqZtLANDw/j85+jStvvfS8pZqtWrcK9d9OietGlNPnFpbpncAtiqZHAYW+1RlPBuIgnetZoIubv5eWu8IsRVCMtkuIq1Vld9CJmxJrk8ndZmiKQaEhliUpcQpSaEQlSYWviJKyMVd4oDBEqcMkAYpposdkqg7ihsUj5RZjJlZ1HDpC636g1cfdPiJ357dcRqPzud78Tq39GkanynACL+fwMJGZETMWeni7MmkXzRxbEiYkJbNpMYO+WzZTy/zbm6jz//HPx9a9T0tN6Tqbr6upSdih5ofun9+p4d3Ix2zAS5iqfZZtBRWuRCSOWMGvbDBkT0SBjZi5+VygBrWRzLqWUUl6FHBW5D9ZmSBoNdPV04WTmP7zvXmLVlXTmRn0ClSqph9NZU4ANsH8vreiy2i9etggnnEAwx+OPk/ouqdEnrjxFXUeiKQRBgKkp2plvu42Avt/7vd/F8uXE9y87+Z0M9G3atEndPeK66+7pwamryC14993U7v7+fi1wev/P7s/3peHcphJZed4552iJMDnvpz8hkHVsbAzXv5OssG4mjpk5YwC3c9q1ZH5+4DduwqUcgPX446Qun3QqaRYmADZtoRJ4cSftvN0dVXULSsptZ0cFE0zyEvOW4QrYZoi1apVUpcq0GGyWSj6EZGGGymRdF1AstRpZqSZLluruFAsBjKR3R7Huqko1mKVacLXCn2EYI9ZjZPYMHyCtrbuziulcMv7mmynY6KO//3t467VvAQD86A4KcpoYG9HnXmdtRzSFycma5qSIZjQ2Nqacn/Pmkkn7lrdQ3s1Xv/pVPLWOonLFnJ2cHAcMaYsJA5hhaBBXeLxsQ8cUAKIwQmAkLZ0B2xgAp4sL2AqbqBklVHsiWZapKX6kUmoKpZRSSk6OCk1hfGwM997/U1x2+WU49xxyO4orUgCfDRvW4+RVlH8g5b8NgCm2v7dxduKq00/D4sUUyy5BNduZoRdposFLskPHcaz2sQCTaZqq/S82uYCR1lrdOWVXWbhwobqpbr+dyDYeePA+vOGySwC4OHoJYhkdHVVNQcKcZ82ahSl2ocm9L7zoIgDAl7/0JXV5rjiJ7nneeefhA0z39q1vUVj3l7/8b4ovvIHxkXVPkz274rhTFSN4cff/z957htl1VlnC66SbKkeVVKqgUpYsyZYsWZJzwpZt2RgbywmD20BD0013T4LpYYaeaQboATrRfPTAENoE2ziBg8C2HJDkIEtWLOVUqiBVTrduPuH7scOpkvkaqf09Pfpx3+eBkuveOvec95z7vnuvvfZadJ2+5SGquggimuLAAX1+Kk96DZNNaGO8a8cY8AyCUEhF6M4J9mF0XVcFQaRumffc0GtSyFSWAcuhKLCC/TdDvr6v4KbLoUvUNlQlWubRcw1EbAbj8uK7Sce4fNVaXLyUwNj3WBpv69ateOQREnZ99hnS0Th06BBamohA1MXPTA0Dx4loTDEFkYVLJpNKalt+CZUfhcR24EA75rB3xPRaAqvT2Qze2kbP0eg4RbiWbapPqJSPhUqezabhsBtVwD9tKzJJbZsBSSvsbA19PsRTw0MQnB/N+cJYFFITePudLbj+xuu0TyHm0MORydAXZe/+dsxbRF9kMW4NggB5FuUY7B/goxlaMZCJ6u4W3Udoq/C0aXSDbdsMFYSlaSebVeRfFiU5hmVZSDAgdNNNxJk3HRs19ZSOXH4F9S386Ec/UrDqEq4OLOMUI50Om5/EzmzTpk3qUixA6dq1tEBedfXVmpac6iLu/sGDh7GOW8QffvgRAMBrr7+Cn/6MGOarVtHDumYtAY6nT/didgvNXyUL0vScOQLLZG1GR0DQiKoZWfbU1ml6nZmEk1iawnUIeRj037lcyMQz+UtuTzqe9Kv4MVuPWyHuzYKme65+SQoqHe+En8W8EzsRRcBt1AG/JkI2d99xNxyL7ll6gp6nVza9hDVraG6uuJJ+HjhwAJcsozmSRcGxCbhzXQ+l7BAui7vjOJjGMu6tra0AgK/9NbXHr19/K/r6aSFvbqbXovEITF7YBoeJj9Pb3wXDKvC1guePmZ6mGbIXVXnJ0FZ1qQpZflSfdVHlnmrgc36jmD4UR3EUx5RxQUQKuXwWx08dAeApiFheRqzFfl5t9+9vx623kfSa7CoRy0QuS7u8mKQYsLXXQFZZ6WAkpIoVhLnmHASBrqatrbRDV1VVqbGssNEE/HNsW1MPMZ31TQM2h9/S/ZjJZFSObds2KidOq6NUIZlM6udLpJBMJrWl+ehR4hZISXX9+vXKsd+xawcA4NiJTtUdXH3ZCgDAzetuxPLlJBgj0nKPsdDH1ddcj/KSCj43SrlamhYgkx7ke5DiebRRxi3FKbZmk/mcPFfSVWkGYQ1d2p5VA9I2tXzrczZQKBjhvVKbNxM2h/4JZuQJYGbBUZ/5TEZ6JQCHOxyF8xDAQjZD51TKkZBECsl0Ci0zae6ll6C8vFzn6K67qK36qSd+geuvvZI/g/kEYkdo2CgvpxTx6NHj/DsLtbW1U+ZbOnlzuZxGm5IK7du7H7UN9H6Le1J6B7q1zBs1KQI2uGXdNAJEeG4liohMitoEgKXUQtrWGZSV1MLEeZvBFCOF4iiO4pgyLohIoVAooK+vBz19XWicRt1pdbUEzokbT3d3N3KMH5RX0ApsmqbmUrIjTbZoF0KRKBwjCJSjLnmb54Udi5LDR2NxPZ6QkSYDj4INqEyZZWHLVio7CvfdiUb1Mwb6KH/sZosx0zQRZQFWUWxua2tDDffpd54i/EKYjRtf+o3aki29mKKCrVs34wSLsPyanaqOHT+Me++l0qUIx4gQzK9/8zKWL6e/vZIBzIOH2jE6FuP5oMio4I3D82mey+wQuwGgRq/0fv5phe5EMmTns00T3lmOVq5t6c6pytCRCCwWVZF5BoNvhgl4nhyDIxDDgmXL/eB8HAZKSmhOLcYq3tiyGQDw+su/xR88ROxPUXyeNWsWDrIt/GoWZSktLZ1EMKNjnD5N986xY6itIiLbIDfwVVZW67UIRrR2DbmAbXxpI25bT2rRTzOQuXfvbtROo3ucKKPPqZ9eCbCoSiBlW2YlwgQC6VXlXwVWCHQr2zFiKAbjark3lMELJt23cxnFSKE4iqM4powLIlLwPBdj46N4d/s7uPM2KfOxUOohItwkk0ntIpPqguvlEeN+ASGqBAAaGhqmHF+qCzBMXY2lVyGXyylBRcxqA99DCZc9RUlJSpMVFRUqzy3lzVQqhZ9y7i45aFlZGVayX6VgCXKuIyMjSqeNsw15aWmpvt7Du5Og3Jl8QTGOS5aTQemyZcvQ20ekrJd/Q76X+9v34RvfIPRb5OOkQvInf/wZbN5ClNxf/Yp61NavvwOdp+gz+waoqmFbOaSzLCQaC7UBgKn+lRKYBWaglQiJKGQHi1sWXGtqZOZHfKVvmwgjOoN3XCWGFUSyLQ+fy5m2EyLrrh9SgQGSY/M9rkjwyb3G5K+B/iFVOlq7mioNqVQGc1gzQVS25syZEwoGcykyOU7YTyadVz+JU0cp4mtqasLu3URqu+H6D005VjqdxksvEbX6wAHqwo3FElrNimZozhqb6xAvowgnm+FqT4LmwPcKWpL0cyKma71PDNcMzNDjV/UXJtOcz4+8dEEsCggAFHy89PxzuPM2An3mLibQ78VX6KbEChZySdHdJx5Coiyu7csjSVoUDPioKKNas5Quxyfoi+37aRgBN5+wd6vnZzGziRai2hpufgoc+KDP6u6lLwtsekjrGhpQP4MBRo7p9u/eiW42iLEZILt8zSr80Z/8CX0WP6QS8gZBgMFBOl/5svtemI5MZ3BpAZuhOo6jC1sps+rSaQvzyqnhZlYzybJ1nDiBN/iLcLCdFtN9O/8GAHDx0iW4+6M0t109JP/1+E9+gOtvJDCudSbNQfeZbsQjFOJmDAJ5Ta73G66nStACJvq+j2icHmpZEE0GXX0ECiq6rug9mhBQTGXCzAAsBA0/z2xKTgECOPAhjEbmIQQBbAbqxG0ZgYk8L14OLx4lUT6PygoM9lEaupkVuy0jp6I646P0WlvrDIxxn0osQteUMmjziCdMxBPcgCQmPF5ey4NV1ZTS/vwxYpemUil0d7JuYozOo5B3YbMsnPRseH5GUxZf8UCe24KlatyIyHxAFwq9GR6VbgHAtWkO5HnxPG8SI/XcRjF9KI7iKI4p44KIFCJOBDNmzMTx4yfQwcKaEv4K3zyZHNfOwrIKCu0qKyuRTFK4p0IZvocYl4LisoO5FA4XCh6ivHtICaxQKKjvQ7gNWirwKY5VQsJpbm6e4oMAAO3t7boyxxk4XL16tUYIwkY0ucwVjUZVRk7B0EKo/jzKsl8NrBqcyWQ03enljs+uzs6whZtLqfPnzcNdd1EXYOwBknLbzBZ0mzdvxtdYVXrFCgIcFy9egu5OSlHEO6JpRouer1tgodk8lx8NGDZzngAAIABJREFUU8tbTlTadgvIceefpEIyL6YXkm5CGTRbxUhF9TnvFtT1KFBdNhF48UPLNPGC8H2IoFeE5y+ZTCHC4G08Qs+MlB/HJpIAt43PX0Dl5O6uEzh5iiJIaUs3YOnnF9hTo7yUjpXKpDWdK2NhlZ6u0woUb91KgK7cu5kzmxWkFmt5x46r5Vye3b0ymRwcu4x/J63tIj7jK8FLPDtMGJp2Seekb7gwNW0A/wx7ICb/+1xGMVIojuIojinjgogUEokEVixfiaefeRL79pFu/q23UQebdDOOjgwr4ccrUN6Zz4fcei1JmtDkTLQQOrspT6QSGK2aEgF4XoA5c4haDe5SRBDgYDvt2pLSSWSxaOFFyn3PsyDs0NCQfr6AoM3NzRrZyE+R2SoUCihhyqx0d27cuBF7dlPHnch1yzEjkdBc12O5cN/1lLzSd4YAx9defUl7KVZcQoIxN15/AwDgqquu1PLk/v379fhCz7VAUczoUBKzmgmA6zpNu94ES467cGFzbpvlndeMRVTwRAxppYRoeAbUzUh6H/zQ01Kk5n3DVP9JwcT4MlFw/VC2XPohTAMeRxm5DAvCOLZGX3nGL+65714AwNhQGme6qWS44R7yBh0ZGsT/849kS98wnTAo246hkCUPDfGdkF02nU6r5kMhS8+fW/DgsPaBPLcP3E+9J/Pnz9dnbHc79VvMbGxT+f5fv0xg78DIySnlcQB6HUAIpMocWIYZdpnye4IggNhKyjFkGIZx3lTnC2JRqKisxK233oGNG1/Gbm5RXn8HiVXIQ37o0MGwPss8/Xg8rl/aFD+4I4ODqKqikE5ALjAfPJhkuSUAn2NH0TBtBp9JaLixfTupScsCUMMLzKpVq1FWWsnvC3slBHFftYqqA80tLUjyOYl5SI6dkgeGBvHLXxIaLj0NhUJBzUnkWMoP8Dz9twBwVtwKRV4q6O9mLlmM0hL695HjtNhs305sytvXr8cDD5JlWjuDkO++sw3jzNSUBXRWW5v2eVwyj1K4E10dAICTp48DrBglPQe5fGhYosanHIJbMGGphiZXH4IwpRDegWGZcIVvwtUh3xOEfWrrNn0O1A0i5KL4yPJ8BKwVeRG3jc+ob8Whg5QOllUQ0NzY3IbWWVQdELVvww+EPImgMLUfJmZbyPL7xGskYttIJukez5tLPhGiDH740CGUl1KasYybsWbMaEaKzW/Hx5J6LHl2o8zSlC+2M4m9KFNgGbZ+yTUt8C01mLU8YTJO7YE4n1FMH4qjOIpjyrggIoV4vARLll2KGdOb8A7Ljg30E6jT1ETlx0LBVa4AJte3eV0Tu7mBwX5UVdPfSIu1lM8AqMiK9EM4joOaGirBSeyaTmXQ3UVgm3hWtTa1AgDq6xtUtGLrVpI+2759u+5Y0hdRyOcR44imbBqlFC+/Qr0Qjz76KM4wy1Fq9rFIVNV55WehELbDWnzNAYf5NdU1WMzq05ddRvyKlqZG1NVRujU+RqH/q2yr99qml5UdumA+lR9nNNZrKJxgAHZ0sA9lrGT8xstv0GvlBCAWMi4KoHk2EhzSR6LIFXgHFYBRNjDPgOtJd18oKyb/Fnk9z3UReFOZqernYVhh7V1Zq2H/i6RmZmCiLEH3e2iAoh/pIWmcNksjw1KOFBAYuPo6EsHZ8x5pNXqFPKbVUhR4cD9FSwIWzp47ByMjlIYWmFlrmoY+k9deS0zGIyzb19vbq+luCTNwI9Eo+rg0KqlQzrVRymrOmRw9k5O7SMPuR9GwdFWMR+bFN3w1FrbOUm4uRgrFURzF8YHHBREp0DCwYOESvPQySYxJD4EAd6ZpYmBwqmlMLBrXVTXPpJexsREtLQpIKaXJaDwBWQelTFRaWqadbtKgnkyO6c4iK7R0vxkwNac72E7gUjqdRgsDdsJUNAwDtkNRwBHuURAHo4GBAdU0yOcFnPPCXc+c6im5ZNFizTtLywifmNXWoj0G0tvh+ib6emmOJlIUKYiuwpVXXo7HfvYTAMCbb1KfRmkijtpqmqPOE0f4WK7u+CN8rICfkmyQhV1Cc1TeQOdfUV+hSszicwGOdIzAVIDRFsKNB9gs4iLDNgz40pMiv5Tux8ALfSUFszBNOEyoMhWfCJCZSPLv6H3dnQTAjo6OIs9z+51/+DYAitDW3UQsxJ4aig5SE0OwPZrnvtOkbRHnCDCfGUeUiVJejp6NaKIcdfy3HR2E4Xz3uwReGoahXZIRVpl27DiyaTqPGTNp3utr6xCw6Kq6O00SuxXgVbAWeh45ohQ1tsBDwL+LyTxPmsbJTNRzGRfIokAS72vXXIlXNpFy0bZ3iZJ74w1E000kEiEXgUOqyspKbYiRL2pfX5+22ipg44jCrQvDEmMRujm1tbUwTHlIua49NobkBIWgwpO48sqr9GyFPdbXRzwBy7Z18RKKte1EceggLRr/9S+/DABIjvMXu7R0Es26oMdtayNmojRmXbRwEb8npy3W01gL0HVdXSgaG+mzBwb6sJF1G/fsIQWgCFcoVl92qRqpvreDVIw7jh3BxAQ9iCWlNEcnT3QrkGbzvOX5ei3DQmac5i2d5dZz10dZNWsXSpjPPw3TgBeIBV1IlTY9aegRJWYbqkJuTa23uwVfUwoF1kygwJ8hSsh+wUM+K3wKOu8eVuP6wr//9zjdQ/cqEgnB3OXLCBycN4fm9PDeXUj2U8XAz9ECk8zQc1BXXwmDv7xxTrWsqIFpDbQJHO+gz5JUrre3VytLHq3PyGUDVLM0gAEC0CsqKuCyKXvgclog/VCGoZL3AX+x8wVvktmsKFeRO7fM79njfBeFYvpQHMVRHFPGBRIp0FixYqXuzNKIJAIlvu9reQhclmtoaAjrt7xjbN++DbfdTmw+Cd8EBCRNOzqG+Em0tjQjtLukn2d6e1SIZP4CKmtVcyoSeKHByZEjh/TcBGBUHrtXUCByaIjCcJH2SqVSqvC7ejWx6ebNWzCJM0DHF6u47u5uLRmOjFDaU1VTozvAqVPUd/HKK6+g5zQBZGJ3l0zRzv72O9vhcHpUXUVznMnk4PKOL1z8RCyOTIp2SViiKiyNCRbiFh83SyH0mZMDMAMKWctq6DXfoFTOh6s7vpimTh7CGswHBe1X0IBBdAhtEs4BQv5D4Hpq5AsOtQPXg8/ArIBuXo6Odrq7GxGW99MSZn4Chw+QfuUlbDtfUeqgb5TFZphRmWFV54HebvgW/W09g7m5wNI0TfQgA95nU5m0tpq7rjQzOboLixZleUk5RkYpUtBX+fnK5114rpj7svlO3oXrqf4d/XAsOAyIF35H81OR0VgcxVEcH2h8oEjBMIw/B/BJ0Ba7D2QbNx3A4wBqQPb0HwsCFrT/l0YQoKauDo0zWE23h/IxcWaKxWIqZCFJV1tb2/vYbgcPHkTgTlVF1sUz8DTKGOeeiaXLQis5AbeGhweQ5R20ra1Vrpb+3zJw9DCVuoTnnkgklNMOZSN6aD94YMolCvB58803Y9EiwgsE5MxmsxhkD4sBLoPJa1Q2ZUerErqm48eP4+1tRLASbMPzgUQJRUd5cXfikudNH1qHtlnUI7HjHVIULkmUY5TLlFmDrre0JKbArMe7ez4viqIBCmLvlqfrzORyOHmEAL05CwkTKaukz8x5KbUxgyUlSQMuM1LFRNY0bRVjkY5LKSMTI09Ks4w3GCGYGLjiYhVFlDGQdMrl6yP8oLQ0oQDswhlUrl67Yi3GhujaT7JB1GjvaYwMUm9Jnq3rpayYdwvI8fnW8CWNpHPoZxeqoycJixBWrGmaqKsjUHhaA0V5/X0j8BlPaZxOWETgpeHl+Rqkq5PBWd/14DIhK5uVzkwfPpPxXAapzZyLAjNN45PmDSDylfdvJbJiGEYjgM8DuDQIgotA/Z73AvhrAH8bBMEcACMAHvnXfkZxFEdx/NuPD4op2ADihmEUACQAnAFwHYD7+fV/BvCXAL77Lx0kl8vi+LFjmD13AdZeTiW0xx6nEtnkSEAELE6fJmJTfcM0FcOQEuPo6Dhef52ow2VnewgYJgIvy5/JmMH8uZPgXpbg6ulCnC3D57SRdr++x7C0qlDgiKS6rgptc+fw1XAkkprQbkPJ/YUCu3btWo16TrLkWiqVUl8BMa4VO/SRkREVkN27j6oKR48fV3FRBeVNR3c2EQS5dd0tAIC5s2chzWVWMeg9mkmhqaUVADDQ28Xzkld8xufowRVFMM8IfQlZiTXwA4yNUCXl5GE6xoJFFJEUvLx294Hl4gPDUIEWQ3QXfMBknL3A5yiVCdO2QlqvstDNULRUpOCCANkM3VutMDDeEInHMG0GVWgefuQPAACXrboI2zYRsesVdgYLClnYXBQ1pA9B/DFTWYyyL0f/KJO1rBhiZfT8LVlCEn0rV1EZ2QsMrX5VceR06OBxHNpPUabiYxBCXkjcktcCN4CXZ4KX9L54AQJ+xiTSyiOUFJRtXkr1JMd2fpjCv3pRCIKgxzCMbwLoBJAB8DIoXRgNAmlnQTeAxt93rEwmg/b2fZg9d64q8P7yl2RwIhcbjUaVhSiluJaWFi3j7dkTOjy/xovClaznL+2ngIHePm4L5vKShPE06LP2te9W4GjlqhX8p9p+op/lMjeiqakZdayuVODjdnZ26nlGmK8g4OLw8LBa2Un9PBqN6hdaFj/pv+js7FQ1aT+gzzTtiAJvlklhc3l5hTZ3rWGFoVpOO7LZtC5OVdWsE5hIYJAXgyh7WUwkR1Uh2TdYqIML4m5gg59R5H1pZrKQL9C/B5lJOD7C5d6aMvgBN7HxI5HN5uAw2DfBbMpc3kU8MpWnIO+JGFHlbShmaZvwVOxFdB6jiMVYU5IXLIuB3dLSUtzxwEcBAAv4fucHBpFihWz5MpbEEkgz18EyhFXIaVIhDS8Q4xk6k2wui1nzaLG59DJiNNoOpT99A8M4cZIWgGyG5jYIPN1IBAju7u5COkvPSQUvHnK9vu+Gjt+ygHou8vz5ws3xAl8XSWmXUFapcf6sxg+SPlQBuAPALAAzAJQAuPk8/v7ThmHsMAxjx/h48l97GsVRHMXx//P4IOnDDQBOBkEwAACGYTwD4HIAlYZh2BwtzATQ87v+OAiC7wH4HgDMnNkQHD6yH8DtaG2l0LaxkQAhETuJRqMaNQiRZ/bs2Zi/kHZG2b0jkRiOHiVwUsRElLHou+jrO8PHo91ESn0AMMG7cV9fH2pqq856ncO4fFbLmRKWNTc3awktz911HR0dSKdEfIR2D9mpk8mkhoOyS3We6sZetizv5K5EiRwSiUTY9WbTsUpLytV5aMlSCl3r6xtQX9fAx6XPyuWyen3ilZDL0nVmcmkMjxGomYhLectUZFZYiBLCujDgMeCaR/g7H3Lt9LvuDprjErsJY+N0/Gnsd1AejyPNO5wpbkaw4PE8aFQg0YnrI+BtT3dDy9L+EJNTHdcPwJ3YsGxnyvxVVFbiGm4hj0dohx46cxIjIwQUi7DKRLYA15vaXSj3J+caMMWDgb82ZuArrTDL97qihnoryssrsW8vtd/v8QgIvnTFGu1bkJ6J/v5+VNdGp3ymdL9alhFKr/EIYGrUJd4Yph9ou32EbQBFJi4IArWXO9fxQUqSnQBWG4aRMCjGuh7AAQCvA7ib3/NxAL/6AJ9RHMVRHP/G44NgCtsMw3gKwE4QGXsXaOd/EcDjhmF8hX/3g993rHw+j1OnTgDwYLBoiuzyEikYRtiRJuIVqy67DEvYuv43G4kenUwmFXsQh6W5c8ma3nVd9PZSd6IoOFu2rWUkAXjy+SzaZhNweHY+1tnZqXiAzcKjTc3NKuyRYvryqVOnNLIR81n5zLGxMYxwVLJjGzk+7d69WwFRwR4EeGxsbFTSTVk57bjXXnutOhZFWYdhZGQEaebWi8emrdoMLk4co/nYuZNozj2njqGqkohM2bzIM7uhbwOTkrKcB+cKPlwRVOVc3jNMeIImch57po8iuflz52HJRZcCALq6O+hYySTKa+j6HMZask4eBpurhp0OTNv1tFIM2HIvjNCvUgA404PJ5y3ir0FAO3vUiWF4gIDdjk6Kxs7sfRsTHEkYdijpFvpgMgFL/Cq8ADaHInaEowk/7NI81Um9Egc3kfzdysvWYsMGItG9uZW0M/r7+xW7Ed+PkbFxVDEeJceS5yBbyMPwpd9DFK2B6Fl4hxf4qrcgDlsKNCIITX7PcXyg6kMQBF8G8OWzfn0CwKrzOY7rFjAw2IeRkV5UVVFtV8w/n2EjDdM09QsqbEfA0F6DZk47du/cqyHUvr0kJjK7jb7gIyNj6gosX1C6EH/KcTOZjLYgq2qNGLsMDGhIKTevvr5eb4IoKg0OjWh6IV9yWXQGBwexl89t3759eowrriCwSlKWiRQtbmVlZXoMyyYewthYUjkDhkkLTDqd1uua4HD2nbcJrDx2/CjGRiiMdVlTMeJEVJgkUcJO3r6HAjdYZSUFYU5C3nXh82IgX8Zc3tOqgMmt4uImvWvfIcxbQIrTS5bSg7/t7S0Y6qWwPR6n+ausroLLKLwwFQsidmKbMCxZDBgALXhayzdF7NiJaAgvHIoUV6T6+sbw1a98jeZ+gBascmMcMzhFFRXoVKGgIihS2VFVpEIBpbwwZzlF9L0AHdxItp85KSMsCd995jRuW/9hAEBFdRVf+25cuZbcwMVir7e/D3MWsIo4syizfH9831fE0JAFCWbYNMbDMGx9/iKRs1SqEArinOsoMhqLoziKY8q4IHofPM/F2NgIDh7ah7WrKWSe1Uq1eokEent7dDWUHT2dSiKXp5VZSouHDx4FjHBHBoBDh2g1r6mtxKFD1K8wdy4JjQwODMGxKfyWSMRxHO1iVN1GDptPnDihbdUzm6jaOmPGDO12lJ1lZGREd1CRlFPQKlfQsqN85rXXXquq0mHIyr0B+byyJ1NpqtREo1FU11I0I4DamTM9OMWdgSdPUjibHKcoIgg87ZiMM+BYWlKC+fMoiirl9t5THSeQHBTTWSaicnTg+ibyrpQWaTcruB5kb3EYiPM49B8cS+HRnz0JAFi6mOY7QAQlIpPHsmnJgWFE2ABFUgBHAM2CD49D6MlGqSZ/hvAbMsk0ClmatzHmEcyYTizTdNLHyaM0H+XltGtX1JYjyT0eApTmPA9jHG2YljflHkRsC760ZjPTM5FIaDnRY4DS4dRisK8X+/YS+D0w2Knn3dBITMYhFmzJZDIaUboM8Gq3qeErZ0QyNMMw4AmXQqT5LAvRGM1fhKNenavAKNrGFUdxFMcHGxdEpBAEATyvgFOnTmHtGnb3YXLHJZeQ6OULL3S+z8xzfHxcASHR7t/29nvoOEUlSYu72g4coHyvpDSi0YYAdydOnEB5WQ2/n1be2tpaBRNHR+izKisJ6xgaGtKVXYhTpmmH3g6m+CF472OSCQjY1dWlO39LC7H/6urqNAIRXECIK4ODgwqanukNDW/HuH9DSrQTExM6H4kSBrTEsBUmbD63lhbaQefNadNzG2StisHBJMZGKfJIuyGxCiBAy9XefPoZcWzdyUWc1dDdLYo0A5g9ZwjPiNkB2DFNOxGrKsowOkzzUVrO2gx8jHQ+C5d7HqIJuqZ4PIoYX9fgGepVmEgmUc338dZ1ZOw6xiSqnlP9mMsWcVdfReS4ve+9iHF2HBtnKb/hsRQKEt6JqAlfrhX4SPPcxiIi7JNVS7bprKvQMKOVjn/gEDo6CCRPTtAzNLNxltIyRRtkIp1GjkHq0jK6vkyK7qvtWGG/hxphBYhEBC8IIwVx27K410TEcQuBp6Ku5zouiEUBhgnTTmBv+wHcN4n2CQDXXk3iJq/+ZpNe6HAfhV4nT5xAA1vIZRhcWn7ZGhw5StThsnKmCY/R+w8fPYJIlB66rm6qQpzsOIzKMgLvhP03u2Umdr1HtOKBbnroKivotYa6ShigkPKihdRyi1gCmQlGshmAS09kFBHO+HRNI2m62YNDI3DZG7B5OgGkUcuEF1DY+x6DkK+/QhZnuYkCgjwj3iVMhXU9SMHAY1XkRLwUZaXVfO2EblNrOFAaK0PrTFqAhKNhmlmc7KRa+sHj1Kbt+wZcqf27DG6J6UhgaAe0bdADTDqSLJoiCyI/hAE8WGzvVuCHe+b06Sjn9OXUCW4sGzuDgNH4NLMcpe29sqJR06O4x56L/RkM8O/6+piLUFGDmXOpue3VVwlMPtlBYfuMxiZYrEJ95/3EbExUxfH971NhLJcXV+0YsmJ9Z0pLPl1nyvUgX5cUP6JROKirJZBw8QoCxufNI95M06y5+PnPHgcAZFJ0rMqqclRW07V3dlOaZ9vlcBwCkV2fWasRVtKCoamtWObZwSQuh0rCe4hEmXlpCh06NNwRRfJzHcX0oTiKozimjAsiUjBgwDRN7Nu3Hz09JBLS2Eg73Pz5xDFoa2vTEFpCqsOHjqCOZdAEnFu2bBn27aKdYu8+2u3Ly2nXOXO6D3PnUegsxrS//e1vsYCbmQIGH9va2rB7J+2cTz79FADgM3WfAUBuxOI6vXARnVsmNaZsuk7WBRwbHkGU6/BSIx8aohA6m5vQUL67h96/fMUyDS3ffouEZUYYJEw4pYhLOlBOf1daVo4os/Oqaljaq7JW2Zt19QSoWbzjpcbSiHA9PpumNCWdSSKRoLkR4PVkRw/G+XPPNhEJgkBFPNS0JYAqo8g9EKDMNAxNoURoxs1MYDqX6ISHsfzipcjy/rRjB/E2evtprgaGhjVqkPM5dOQwslw6lJbylStX4r2dBOyJNJoY+l5yySX45fPkzL2TS9J79uxRPougeKZpaoqq9nFeyLQUZWVvkvJ0aSI35XeSykUiYapaXkHRaVVVlc6HWP45jqPvE/EUuc6IE9FnQhmtMHSe5X10bsL6FEEa9sAIAk2Lz3UUI4XiKI7imDIuiEjBNE0kEgmMjQ9h507a3RsbCQSLMMFlzZrLsH8/EX1EPGXbtm1YfikJZSZi3F8QGFjHQNPgkIBntFPHYo4CiDU1tFulUyls3UqiI4dZPGXh/AVomUWRym/ZulxW4AULF+P668kvYIwBqv6JJAwuSb3FSsmFnKu89WFWoR7gDs3KilIwPR+jowQcjibHEXM5Z86x2w8LysZiESxmElBjC5Voq6tqUFEl+AFFB+PJDMaTXLpMUTRQ4LKiY9qYmKB8c2Kc3jMw2IOxNM1RgYVPqBQbMgcBhF2Tvq8dgtJbYRiGtigH6j0grb2uErZKuOSZTqcxyJFewzTa5Ts6OnCkm/olQkNfek88HlfvhVCI11EwU9rMd+7epV2pMxlnEkNfUdgGgG9961sAqCdEiFKxmNj5eWpKK5jC5F1ZlLfjjE9kMhl0dtPzJM+JjJqamtDRjG/29OnTtZwu1+Q4Dqq5a7V/aJDnT4DMggq2CinJsG2dG8OUzkgTPjNCRYou9M+wtA/iXEcxUiiO4iiOKeOCiBQA2hlMw8Ybb7wBALjtttsBEIUTAC5bvRI/+/lP+M20lh09ehybN2+m999OlNLB4SHUT6OV90MfIl3/559/HgCQyaSQybA9/BnaVUripZC18eRJykX7zvRqbr5gAaHJnV20wo8nMyhhxyT/MJU6a6bVIjVK5a/3tlFfQcSMCt8JLhN96jiXnnVxC04z9jA+zGSkSBx2VPrpQ946ALTMasWCxUTO6uoiEs7JEx2w2QS1jCsjNbXTtHyYYZJTNksVjeGBYWTTeZ4Hyscz2VGMJym3FTqtF5iAKVLjjILzruO5ge6cKhtuiIdWmOMG4vzkexo1qAFvXR3gynlQdHLqZAc6eqnKE2Fi08yZRAzzEGj5Lsrz4+byKn+3czfhCBUVFbj+OuqEfPnV1wAA1dxTAMtEM5d+29mrw7IsxOMi985dlblMqFHBeIR0a/oIu10lYpls/Cs29fLcdHX1YGCQ5lb8RSsrK/D66zv4Wug6HcdBjUYKXOUR+UDTgCEaDlJNCAo6v9r74Pvq+yB9IiEV33ofNvT7xgWxKAQgwMpxoujqpMmVxqXpDQQktsxuw6WXUpPUljfpi5dIJLDpFXoAmvimL168GB0nSHRP6v0XLyOj1He2bUWBeeW2lDeHh1HJZbybPkRpx403XIOWVtKKLGGTUBEQqaysQt8gndtPf/ZDAMCJQ4eQ4dC8gsub+ZyPHNf5pSw3u5XOcc7s2ahm+7K+HnrgbdtWzoI8fHJj586fj0uW0zUI8/AXv3gcZ9iCLMH2eFWVtQqUuR594SQtMHwDWTa4dVkT0LACmDYDh1xrdOw4XF8kNbnEKOkDApgcClsIUwoFGCV9EDdp11VfBlkcevv6sJTVky9iwPaFjhNqGlw/ndKjdC5cwMTxe5RFUTZs+ChGOCU7sJ9Kqp985FPY/CapZ89sauLTt/jvRpVT0n6Q3p9IJBRMTGdDUE5Wcu9sGzvLBEfounBEIxFEo2IuxOkaLxKjo+PqBbJgAV1vT0+PWtlJk5zr+nq/hU4gzWaxaBzyFfUKcj6F0O9B7kvgInSLC+326KfxPr7M7xvF9KE4iqM4powLIlIwDNopzQAYHaUdefNvadXfcO89/C4f99x3LwCg/QCt9hMTWWSYe/4ipwilZQnEmBzTx9bh09jgdfXq1cp2HGVC063rbsLdH6bj1rLCLoKsukz1cErRztp6N922Ho2scfiFL/4FAOCJnz6KV1+hllmJFHJOHklOVTLskXBgLwGlFSXlaGqiqGD/Pjqfg4f24dobiKi1aBGlLMeP02umaSrQKaH/8PAwqqooipk3j3aiYyc60dlF51tfT9GPOF2ZgQmbiTjSy5DNZsCkTxUtyQQBDEhZLjjrpwGbQ21uc0A+n9ddVd9HLyEejSHP9yeVot143Y3X4fZbKCL7u7/9JgCgf2AIbQuJkSo9J6qiXCioFN0nPvEJAEBrSwu+/OijAID77rsPALB953vo4hRv7eWX83XSbvnyK68ixgziA6p6AAAgAElEQVRZiVgKXgCPy435vIB0xvuuWbiAgetNAjq5VyKfR4T/Lbv9AIOFJixl2cr7392+UyMJSR+y2STicTo3SRsjMb5PQDjfk/ocpB9CzzHIiwUEPJdTEJFlM0xNt891FCOF4iiO4pgyLoxIAYRzBUZIzNi5cycA4K6P3K7vm7+QynI33ngjAOCxx55ElFfVzs4OAMBzzz6La6+hHVf6J4YGaacpFDzY7ERUyYSST3/60zBNep8qbCBAnoG6F3/9Ar/vz/g1C7J/5AvcobngIhw7QDz3/ZzjOo6F8lLaTktKCWDcs4vKrYP9Iyhh23TRTtjx7jvY9AqBZy0zqc+igvsAjh05gsYGypM3b6YIynVdXHftNQCAi5ZQd+UPfvAjlLDIxiIBSDspcjhzplcdnzzxDQigvgxC+XcLBThc8g1z0VBIVLAHiVxs25nk9cilVEsAsIK+9h//3ecBAFesXYO/+M9fAAB0nSKw9aJlF6v7Um+feD7SOYwNDuNjH/s4AKgX5h/+4adw6aUE3glW8Pzzz+P6GwhYjnB5+tARwpaOHj2KEsaXVIg1k9G8W1ydPC90tAo0N5dd2Z3U1yLz4iMvpmX8TEgEMH/uPMyYQfiIlMa7urrQxHhHkj05KyurkYiXTplnIZn58FSwNRT7CfGBMDKzIKLDhbMwBTnP8xkXxKIQ+AEKhQIsy1GREmliOnyUWIwLF8xDklmIN9xAKHN7+yHVNYzF6FIOHmjH8BAh2YsWUjNVxCFw7kzPafQNEFegopJuxO9UujUt/PSnFJ7O4Tq4NjL4nrZmi2bgkhWrUMEtuX/9VRLzGBsfgXGWEYo0J3V2nEKEVX8FOBxPjuBXz1Kb8brbGPC8lha3qsp6VJSxeAoDWq7r6hfHluahiSRKy+h4VVUEZImiMBCoUWyBQSvTsuB6IrwtbERLm6psa+rceG6AwGd0XsxhLUuFrhVoNEWYJMD0BqoACLD2pS99SY1Xly6m8DpeksDhY7R4xXiR7+uje7jyslV45FOfBAB85tN/yNfu45prrwUAfPefvgcAWLP2Ct1QhOV48iRJuJeVlanJzARzGQxjEpjohU1HIn7iFqZ+kUzTVL6GMGoBP2QfcpOSLAqV1VX6mlRPRkZGtMGv8xRtEGsWLX4f41D5DZOqBvK7yectaYkTiUAE1CfEDFiRxyCUfz/HUUwfiqM4imPKuDAiBdDOZ9sRXREnuOvw9dcJwJs3b47anwuoc//99ysf/eAh6iwMAg8DrNi8mcuI0QhFHwU3pZJX1dW0c8GwyW8NUA785k2v4O233wYA3HYbGbioV7qP0ANCfWkNNDPYt3wlhbUbf/0cyqKclkiNmXekWCwGi9mOWTYwjcUiqKkm4HDdjcSYnDaT0onO4904eoTSE/k73/fx0kukSyllx3gihokk8y/YMi1QExsfriulxtC2XMAt1y9M+p28PhVANE0ztCNTe/pwX5HAIny/offz7/7u7wAAo8NDWMq6mqtWk/HPb17cqNqFgwPE9Csto7n4q//xP/EPf/+PAIB3d5C03AP33a89EhI5rV69Gm+++SadB++8Up6tq2/A8NjZ/Ry+3tPAlbTH1vbvyS3wAKlGC1vQ4Pc4jgWP562MTWHk2ktKSvQYx9nwp6amRs2LpEeirXU2hrltXMDVaFwYoh4c5m34zJfQ+4mwP8P3QzEWNdDltM11C8Xeh+IojuL4YOOCiBR830c2m4VlOZonSzQgfQlXXHGF+hwMjbEgR2kCDz5IDnV7dtHO8c62rcouE9RIJMzKymPq0CPmn0CgeEHXcdqNH3/8cf1b6cysnyG2cGGu6TOJxQzyALs0XXM9iXjs3rsHg/2UF5fERb+Ac23PU3JRIiHlJx9DA1Qm3fQyOVw98HEC2Jpnt6CZAbXr160HADzx0x/gBz/8JwDAIbZUb5oxHUdZS0J6KsbY28D33UkuVyF4JcCrIxFDwVfMQXLnMJcO9xBh1QWWoYcVvwKbrzMecxB4Qpii6502bRruv/9BACHTtOAH8JlYJSXJb3zjGwCoF+JRLj9eeikpQzc2zcQT33wMQMhaPXPmjHZTys4sO/XYRFJ3yzKOQEa9UQRCTDIFUwgt1sxJHYgAYAQBIoI3uGHZUgR1BXjN5cSoN64KzyK9d8stNykpT7CTsrIy7Y0pMGHL5JKw6/vwGZcSbNMP3BAAVgwn7AWJMLnMFh8S4LzJSxfEomAYBhzHgWUZWi+XSR4eoof6+edfxKc+SUCThFnJsXG1+ZLW3xnT63DwMOkwdpykNuwU6+5F4g7O9FK4WVNZxZ8eQMwNN73yMgBC4KXxZ/u2dwEAV1xDyDdMGxAqrPQM2wEkl5i9gOjIixYvxet9BHRJI40B8Sc0EXFYVj4fisoIYXg7t04vmk/VlkvWrFbqMTxaNNevX4/nX6C27p5uaiIqL5tAwPO3+fU36OqsyeHmVPAsCEILtEhMNBID+F6G3yFCI3zppqW035Cb4GtmZU5SYwKAqO3AzU9SJgbwta9+Fd3ddF9276H29MrKapw+TRyDy9deCQBYxo1uf/SpT+qzIAtAe3u7Pug330ymZM8//zyWM+tzy5tv8XEpRUxOpDHOAGNdPVUEctk0cnmpLHAY7oUpk6jJiPpVEIQhuWDOpgVkmAszPkrpgFQX0um0UvBrqqlFfN68eXjySQKTKyrC9vH9B2hDE91LwyjlOXPVKzP8Wvt6joWCVIIAB1E+T6FA07stK0xxznUU04fiKI7imDIuiEghGo2irW0WDh8+Evob8AoZ45rz29u2o7WFQmgJI7O5DDIZ2gG6u/r5/RFUMAdh3nwO+QO6zKPHDqqE1cUXX0yv+S66uZ36nXdohzEDwOHPP8zsycN7aVebv3SJLqWGtAL5HnyICjCt8tdcdwPefYd6NAKXdhNbd50AmRz/jmvSgW+gJEHnPTREu86RQ8RovGTtGsATZWV6T6KiArNmMSuyfZznzFCgSX6mMvxazEI+L+YhfNpBuONrxBCJaCuxywCmuhwHhm5BsnvzkQCEJTItqZlAhlOKv/offwmAdssvfIF4CpLCEWeAjvuZz34aALDzXboX7777LhpnTtdzA4AtW7aguZlYpaKUfeDAAY0aRNF6/sLFAICJVEZZkWVsoON5rvYwSJpk2SZ8YQRqPwf4p6/ApQC7lm2rtJ0Y6FRzKXjPnt1IJmnu77uX0qWhoRH09xPjcdlSeobLSstVcEUiEVHdDnxTe0e0/XmSa7dEbfB9BbN9N7ScAwDL8ItqzsVRHMXxwcbvjRQMw/ghgNsA9AdBcBH/rhrAEwBaAXQAuCcIghH2lPx7ALcASAP4RBAEO3/fZ9TUVOPBBx/E17/2NTVElQhBbMQKeR/PPkf2W5Ir1tZUIT1BmINEB4MDA0imKXqQXBEQAZEJlLD8mPQewLTw8m+otJdhfIIIQCJ0QSvvc798BgBwTzyClnmsghzI6h1oXi275uy5bajgXWOkX7wBwpZbW5lzNFzXh2uIMAYdTLoC06OjSCgGEg5hPDq8s5hGoACTjPpaymfHMyndGYWvZJqmtuROzpffB7IZ4sHgIWCcwRHWne8rjiEgV1UFzfFA/2nceAMBr5ddRUSs//Snf6p4gOzye/bs01boNlZd/pPPfY7nx1NPj/37qe15cHAQH73rIwDCqCASiWjbsihlS9Q5OpZUQpbgUa6bV1NbV1uRLTUKlv0y7IUwdf4iUfamsEwlSpUkWCCHcYFjx44pOUsA8l/+6knIWLyYohjP83CGhVdKK6SsyAo8RkQjhMgkIRshNcm9swxTe6YNU7AQ8SsJbenPdZxLpPBjvN9i/osAXg2CYC6AV/m/AWAdgLn8v08D+O75nU5xFEdx/N8evzdSCIJgs2EYrWf9+g4A1/C//xnAGwC+wL9/NKDl9R3DMCoNw5geBMGZf+kz4vE4lixZglWrLsVvt2zm39JqKEacvpfD+BhVDn7+858DAO7dcBcSnP9mOTpIJBIqU5XhqEN2jsnlxNpqWuG9bAZvvU39BEIRdvMFzV+l9LZ3L9FSM5kUPvvHfwQAqJsxTSZJk0/foB0pEo2gYTrtXH3dVCIr5XPN513l1me5DBWLJdTxTyKKve3UVdk/MILWyrqzZs1TpHvXznf5Vz4sPq4IrIpEWSwaQYZ7HzBJSk3yZD+g8/DcAqReIRGCUGYd34ArKh6MzhvwVdrd4bx6jMuhjTNm4D/9h/8IAHjthRcBAO+88w6uvorIWV09RDlPp9NYu5aITGNM6jk4SfdAdCa2byfyUkVFGe65h7pn/+qv/goA+WfI+co1y/zE4iWqoyDRRGVlDJk03avxcXquxpMTkGdE7oWI0BrGJHxByrGmgRhLs8mQHpwZDfW4hmnqQsU/cuSoOp61tlK0OT46qjRo0ZKIRuRraYfRmnhKArAhfSdhRKdOUkpDpyMQ7HB+5KV/LdA4bdIXvReAFP0bAXRNel83/+5fXBQCP0Ahn8Wdd96BnjP0oBxjmy+wTqFlOQo+ijLwM88+hQ8xL6AkRuzBPCz9UgmPQNSHgiDQMFnSk99s/HXo0MzKPkEQaJgpKYiU2Y4dP4qnn3wCAPDwJx8BAEQZIARCbb8AGcRjLHQhLqjSWOR5WtcKNFjztQ9BQCsBu2bMmAmw7r/K8hhAWVnJlPcV/AIC9oAoKaEQfnyCvmSGYcCJcO2a/RwCHzD4fIWn4AcFZc2Zqvoj9XwDhix+/Jm2ZWnK4hfk/Olcv/GNv9aQ+5vfIt7B8mUX45prrgEAfOtvieUYjSWwfj3xLzZtorKwAINNTU2q6P3ss88CAK656mptJJPGuYceekhZgtKeLOe4cOFCpHkjGRmiBWvW7BmT0jn6XTaX1/Lx76rtC2NTNBodx0EqOcH/pjloZn3IBQsWaCohi5lhGKoEnmDG6dDAEMZZM9O0GqbMn+tlEOpkcloQ+HC4ndqx6Xml7wWdb064M2E+Cxvnlz98YKCRo4LzzFoAwzA+bRjGDsMwdgzyjSqO4iiO//vjXxsp9ElaYBjGdAD9/PseAE2T3jeTf/e+EQTB9wB8DwCWLl0YjI+TfNXDDxOL72++9W0AwOAwgW0liXJtVRY2WE9PD556igg8AupMq29EjiXXAg4FxVp9aHgQVUwaAYfN6XQa+QyTmzhMnlzBkV3HdqQbzsa2bUQuEt+Cuzbcp8cLUJDrw4YN5Ea0ZgXJyP3isV8AAHr7R1T2K5GgXceAq30EssjLbmLZUWgIqChhKPMlIabveTBZ01J2bemBSHMqJecGEIgqJEXbEc6/oUCWlOokxfH9UK5MdA2daAwm6wMmOQz/0n/hkuPMJnz9y/8VQJjCffGLX8RTzxBgLIrG8xcswszWVgAhk1FIbFdeeaW+r7+f2IAPPfSQ7r7yWnNzs4bhUi6V/1695nJMm0bBrKgpR+O+shvVP8Eyws5DR2TkHH2PpQa3nGKYIUArbdIzWTk6EomowrMAxvX19Vi2bBkmj8nWh8JolEghlQ5gctQmqs6BYWjELO+zLEvLjp4x9StNt/rfRmTlOQAf539/HMCvJv3+IYPGagBjvw9PKI7iKI4La5xLSfIxEKhYaxhGN4AvA/g6gF8YhvEIgFMARDNtI6gceQxUknz4XE4iCEhPob9/EDNYqPWWdURpFVAxkxpENEIRggiJxuM1yDE3/PW3iVxUWnpcV9D6WooK8hw5DI24WL1mLX8q5dwf2fAJvPUO/e2pE0S/jcUj8FwCq2zW23dZ38ooxCA7xeuvEUB56cqL0TKH8l6DdcoMw0LdTCqvNTTRa2eGKU9+6onHkWFSUcwQspaNGPfkBy5FRIUMlUgH+s+goZlo3IWA5sCBh2hMJMZERTlA1BKKMb1vIkO7d8KxEY1yH0KORWhLytDEPR3d3bSDFvIZNVfNs7W7DTqfP/0Pf475c6iU9m2O5M50n0KqQJ+xcg0Rwm64hfCB5598Gr95kTCCOz9MJcSGWbPx2hbqQJUd/ZrLV2Gc+f8iRFPNJdhb192Mb3/nHwAALS0UhM5bOA9f/m//jeaBe0emNzXjKNOKLe4s7O4mfCoWieHG60iYR/ot+jv7EJtF7xtnE+F4xEdJDd0P8YwQLMd1feS4JySXFmPaEVSyAG+MS5IpxqIO7D+EUx30PLEmLVauWIoSxrLcLD3DBw8cVw+NSJSjMJFSM234nnDM6YePPFwGhcH32HRsFDgyNM+SXiPz2vPb+8+l+nDf/8dL1/+O9wYAPndeZwACGnO5HAzDUNnvyy67DEAYnj3//IsYH6MvSSQ2lecNANXMXcjm83DzdGO6uuhhlXQjHo+iojzBf8GhoGHj6quvBgD88OgP+DMD5TMICBSPixpRPuQRjNC5Pvvss/jsZ+iyo5VU1XDzLtTxhd9/x113AwBsA/je9/4PACChok8+8nkGERksyrDK8MjICBqa6SGSagHganohoNtI/6imEgJyyfsN20Ce58XhL+PHPvYx3HHnAwCAb7NJyo5t7wDMl5AvwUfu+QQA4Pb1d+Moo/gSyqdzWcT5Ir78pS/TqfF9+eef/BgJFs353Of/FADw9tataooj53bvhvux8RXiikgrtNyTefPm4dAh6mW56SbuP7Ec7NlDlRlR15o/fz6eeoq4JMLmTLJZT29/n6p1CYDcdfIoljHod5SNbo8cO4wsg9hip+f5LGCTySOfY6l7Bihr66oxZzZVEYYHCeQUtWYvX9A0bS5vGE0ts0LbuEFqljt27Jierx+2qdBlWpaidco89QvamKa8iUhEUwpPpPqlacv1UPBdnM8oMhqLoziKY8q4IHofwGrO+XxedzgZq1ZR/dpxonh3G4FL+/bRLmFY5iSPBGnbBVyPjiEGrFqi8lx44mmgUYaBD32IdpHnniPr8NGRcRQKtIvFY6Ltx6Uq5GCaYhRCa+rO9/bi0CFqsZbuPsOwYXE7tQCeouK1YMGiSUagk4RMFDDElPOWkqq+D4CBAFVcc29spLD69KkzSDCLT0QXbS5vZt2sHk9s1Nbfdhue+Bm1JW/ZQnZ3UdtQsHQ5+2zcc/9DdEzPxVe/QrwA6anIFbK4707i9pcyl+Lvv/HXAIDBwV5s2ECRSKKKgLhnnvoKPL5X11xNwWa8dho2bdpE58vzIqW7/fv3awn6zjvvBAB0njim7fFtbA4cjcXUElAARAFId+3ahdWrKW0UY5Y5LY1IJimNumjhIv67EhXXGRin9FFK4jBCuzaJcHKZLNpZoVvBXgYEc7m89nYsV8+OUhjMUOzrp/NPJkfgcNpYUkZRVTZD520YwSQTWYls3y9/53kF1Y0UT49QYi48xrmOYqRQHMVRHFPGBREpGIYJ24kil8tpbiSstJERWs2bm5sxvYF2ODEV3bZtm+rsT9bTr+TdUtl6HBRUVpRobqm1ODeHaClNw0MfJ/jk7//uO3BFaIQFLyyHxTdsQ916IhFmQPo5PPPMLwEAy1avofcjqhFC6NVO1zY+NqFYSVjmskLLMiYDlZdX8OdEIGq9wmxDAG13FH2CWCymUYVphBZrAJAtZJXs9Bd/QX4VTz31FH74w38GANSxnX3g5xFnzOaOj6zn86bP/t53vodB7ugr+ISnLFy8CA/9wacAAF0s8PLiC1RyrKgsw2f/+I8BACkuSR48eBA2X/ODD1KE0dPRobiB5NcrV1LE1d7ejlJ2wJo9n0DO73/3O9rfsmD+Ip5iUwlPCcYZpLdiy5YtmD2bgNrJIqYSZUrXY2tTMypKabfexRHAyRMUfUSiCZWuk/s0OpKCw6Q26bPIpgizqKqqwfUMbkq5MpsNo7XuMwTsen4eNu/kNdUUWQSTaD8WN8nYUmr2Q0m2ACHO4J1lY6/aHYahDNZzHcVIoTiKozimjAsiUkinU9ixYwfmzA7R2XSaCUVcXszlcnDYU1AIIBUVFTh2nNBeobhWVVWhrIx2gKFhQnjHWL6trroB8xeSRwKECu1nYQa0U1zJPgpvv7UDb20m+qzkp6pe40GlrwyOAIKsheMnOwAAp47RbtkyZ0HotCRrL/9dWVnFJNt28V30lVItEU4+S+clOTX4U+lHoMSdZFK6MAN1LFL3I44UvMDDF79IRCKR/3r0xz9GOe/CfoHeV3AzWHIRoeXis7GdJfE2/frX2nEnu+zn//zPtLry/X/633QMPu+P/8HDaiX1/R9QCXNoYBDLLyai2XzuFHzs50/qfEgHrHRGfv///G+lOUtVpr29XasOosaUz+YwzOpH9XW0M4uX6Pbt7+GpZ6gycd11RIsvL61QTQtRUkqlk6jiz7/6ClKAappOqlb79x/EyBjhKLLbT5/RgNp6qjZVVxG+M5t7Gqqr6lHO2g0jLInnOA6SjFUc5+fWihhKa49Fxf+Bog3Dos5XgJ2eAHiepfJ4k4nEGiGc1eHqwICJs8oav2dcEIvC2NgYNm7ciE9/+tMoZy6C8vkLElKHpzrOAFE8EdMFQrTxhoeH0d9LJa/kGH1pclkqTTU1rQC0OiOKwwUEHnsBsCHJhg0bsOs9Kr2JlqLo+gO+KipLGBeNliBToM8QtmPLnEXaZiyahxEpG3mBLnZyffANRDhtEMHeLJck06kkwmYu/ul5qkkYjdAXNG/l4YocF3+2ALAfe+h+zOUv+cfuI/AvHo+juZFSstOnac5KSxK44w5SsM5M0JfmRz/6Ef13NgWfH7Bb2BV83twF2LmNFo2dO0lWbGYjCaA88PGHMTZG6d2rr23izyzBLevY4Ifn8aVXXobLIjKXrlzO807/vXv3bjzIZjBg7sDhw4f1i7/m8isA0EIhAJ2oUTucBpm2jcOHSbCmo4O+5C3T6tDcTABtI5vveG7Acx1uRm3c0t1QPx3dLBknz1pjYyM8ng+xfotzH4wBR8ufYsJTXVWL9nZSHR9jDxMnYmHmTGr4GuSyZpR5EOVV4d+K1B0xLKemA77vQbMiXjDERAaOgcB3cD6jmD4UR3EUx5RxQUQK+XwBPT092L17N5azg44Qc9Ip6VYMOxwlisjn89rhKLJs2Ww6NCfl1ySUWrhwcUgXk3TA8JBkgpJj02e2zJmDj9z1YQDAL35B/QoRFsZ07HhoT26IX0QEBSYe9TMQFwQuDIP+RkxCJU49ceJECHiJDZvjwGchzgKDRjIH9JPltuSaIjaMYKrNe+ADFndCjrFgzJo1BNjdds89eO7JnwEABnoprfrsZ/8Eu3YSg3BigkLjluaFWHARhe5PPkPtzp1dHQCAeMxGgi3wPvc5ttGzLHz723875Rh3300kLSCCXzxOHaXDw9SH0FAzHbfevYHmgQV2O7tOKsHs+uuv1zkCSLh3zRoCbw/vJ/BvcHAYNwqRiSOibe9s1/tytsTcZA+GXI7u++HjJ9DBlnpXXUWGtAsWztMuSiFRjYzQPDqOg7lzKDWQvoyx5CiyDIgXuH8hxc9rWWmltv1XVIknhIF9+0goRoRastkUlnC0m87QczjUzQSq0hpthfa5JGkibOE2VDIuQCHPCtpiSGuF3h7nlzwUI4XiKI7iOGtcEJGCAcoDt2zZgnnzyBi1kkEa6SCLx+MqjSY7Qj6TVh+HUQbdMpkUskysEdBIxFlam1uUwgvxYMgXkOYcLpfl3TJehY/eS+0c4mkpUmCGZcO0p8phRSwHsr6Gngm2Ygq69koJsatHd67JTkRmMBUkyrIjFpXaWONABDzdjAKSIoIyOZpqbKQeks985jP0ft/HOywk+8ADhCm0trbiyV9Ql6kQq1avXoUkg7ZvbX6Lj0/nlXNz2HAHE5lYju0H3/1HjSSmNVJu/vFHPsnn6OHlX/+G3s5TsG7dOtVNf/XV1+ht+RxKmUYupcjHHiNfh4qKCixeSuDwT378KM9LVg1mZW53796NBNOtJVIQN6Z8Pq+kKJmzqB1FLk+7/JtMikuUlar0f9QVMVq6zlwup52eBe7WNcxABVEK3IOTiDLZCaGHhEQnx451qCivlKsrKyu1XJpO03P6xhYCIU3Dgcuivy6D4dSXIr0SYaQoZXc3EFm9UEpPOnzPdVwQiwK4HbS/f0AflPvvJc6A3MTOzk5NG+QJjkQiyGSZeQZhkuUQsCajYxP6nBynBWP37r1o4hsAZjZakRjiMQKH8nkK24aH+lFdQ+DPbbcS6Hbo4BF+T1pDXRmFQkHPTcw7Jg81seX3jI6OKkosD7BtOry4AAYvLDF11O4MOQzaDOOgfed7fDxuLy8p0Qdw1SpSCy6pI3S89+RRXHU59RNcefU1AICXX96EwUECAi9aRJWAyy+/HK9segkAcOoECd2I+EvLrBbc/SAtKC6H16+/+po+/FezeIrB5/3KCy9ilBeYUv7C3n3PXRCQVywBo46jFQaH3yfMwlmzZml1QwRVqqtqVahFYunDhw/rPMsCIHwWx3EmqTOzZ0JgIGC2YpY3mze2voUbuTqhxjf8fYrH49pK7rq0qGVzKTWvUXdqXrwjtgUzmGpBd/TIsZDByu9bsmSJzp9YJZYkeDObKKCiglIQSYl9z0eMNRwnt1MLEC6fmXfDFn5JQ891FNOH4iiO4pgyLohIwTAMRCIR+L6PXbt2AQDmtNEqv4AdlyoqKjR9GBgk0CqbmkCWa80qVFHIoaSMSnUFBprSKVo1n/vVC7jkEuLUz2yjUhMCB6UlFDIKgOR5LsBh2Iq1xJkXTcCfP/ZjdQ2S3gbDD/nlZWUizTbJYi2YyjZLJBIKBMmu5rs+cpwKxdQOnc7hxIkTIQNSqkuBj927SftP5iUwLUjEtJRD7jEuz27fvl1r+ja33O7auVvDzjmsopxKpfDyS5v4I0Rejd5/90fvhWydj//spwCA/jOnUcosQOkCRUDz/cILzyPLqdnNN1PEVVlXj53vkabkwEA/z5+BK68kXgB4hzuwn0DIBz72IOQxFa3DuXPnoob7CnZz9DAxkdJ0QUq5IoITjef5yacAAB8xSURBVEYVOJT5dgMLDs9zNkvXOTI6jn2cLq64mABvkVtz8zltejWNUP/SFo8GTr+kXBlxEiqgIz0ZvX1n9FmoqaUIrrm5GaOjVGJ/m53B5s4nSbe+M6dQW0dlU/F4oPvFEQifkGWG6YP4RPiTQEh5Ps51FCOF4iiO4pgyLohIwfd9TExMoKSkRHsenmP1Xynr1NfXT/Lao1UzHo/DZHLHOOMGvu8jk2awhfni0u333nvv4ceP/gQA8PnPkyJzeXUVLGZKllfQzmKaZujJx+SlOxl43Lt/F/btI1GWigq2e/cClXKTDkRgkq+fkE34vCNRJ8wtxWIchrLXJIpIM15SUVmJqLDdpPUhn1GfSwShgnNrE+0ys+dRpPXVr34FAFAST2D9R6kUeHg3EWhOnexUmbIrr2bl4fb9ON1LHXxens5jwQKKOq770C0YHyYMYtOrDCBaFlatpGiqsYmir4P7aX5OnDyCchaQveE6KSH62LL1Nf03QJGIRApvbSUsYZxLqpddtgZnuqh0KIAxdc7SNW9/lwhTtmnpjphI0P2cztc2b84cJZWpvoQZIHeW0KznAgcPEMlJ3LrmtLUCANKZFAyWohPTjpKyhEZwAjBLJFAo5BAE9Hzs3U3RTGYiqZ8vgGp9fT0yTLrq7KQeluaWRgCAZSaQz3GUycxQ03Jh8DMjhL5cPq/nJrrNYZekYurnPC6IRcEyTZSVlCKZmkAsRhMp4d7TTz8NgOipDQ3U4CKLQjKThid6jHwzXK+AGdMJJPzSX/53+l2GQtK7PnIP3nlbwLmvAgA+8fADuIjrxJbSkS1tPYYAexw23/nhu7BnD6U4STaiKXMqNfUQliECT2+UoVUIoVP6kxpzQjVnobsKC1FWgLa2tvB9HLo++/RTOHmSgMCSktCIRB62d9+lBUPSsc997nNqUnv4MKHb48kUWlkbUQxPd+zYoYrG9Rx+/+EffpbPx1Z248gIgbJO1Mbtt394yrU88yxVNFLpMcyfRenfMq4W5LMpbN9OX1CfU7RZrQtRN4NYkP/8KKUlQndetnw5fvU0NZvJPV65cqXG63vYpNZxHMSY2SlD3n/LLTcrrViapqyYDelFky+2bVmqtSkMyBKmc9fWViMQ+XReFLyMq4xUAXhFQrOivE5b/Hs5hTNMQ60MG+roWc5m87qYyYbY3UWL8vJVCzA6Qn9bXSsKUJmQIh9YegxJi2zenMRRzvU82NL+fY6jmD4UR3EUx5RxQUQKVdXV2LBhA5544gmMJadKqKUyBCRu3rwZK1YQ+FNSStFEJBKBb07tkZiYmMAtt95FB+ZQu4+lr9zARzRKZcpDh2mX/Z9f+zoeepDKn+tu4x3PB2RXdzkSEa3GpStW4LLLiGH31tuk1ltme4jGRItf7LosjRB8BhClfSOZHPsdPIVAgxODT1xW/5qaGvj8O5/Zl6+99lpYc+cUKxKJoIv5+S+8SFq606bRbr9s2TKAI4CDB2kXzOUKmOD+ho0bNwIAjh4/AZuBxXvuuxcAMI8bl3o6TmrKImIhVVU1WMrRyUg/zfO7bxMfwnEcXMFpiSBhr296Fb3dBLxZHElde901kJslu6sIx8Cw9HeVlSQ7d/HFF2sqJs1ikUgsDOW5fDc8SOzSubPnaHoipc7+4TG1Z7ONkCtytqGMRForVqxAhNmiIuLje1mMj1M5WCLJhmnUGFXwfHRwOuBzH0draxsWLqTSq7b6J2JoZ9MfiRDFJOf6yqsx1kVz6vA9CYx0KK4iEahpKWcmm2dTYG0sTIf9Nec4ipFCcRRHcUwZF0SkEItGMXfuXDzwwAN48UUS8Dx5qgNA2AE4PDqCt96iHWjFpaQaXF9fi/4RWqlFnqu0rATLLyHRV2Evyg4SBB5sLuNEopSzpiaG8ENmys1sJqBsyUWXAKa477ABq7hIWR7+7M8+DwAYZXu0ziNHdVfXNmffh2+I2SdfKEcM+w/sU4NWWZcNw9fzdER8k3GHllmtMPlWHTlGJKq+Mz2I8jEk2shkMti6lRSmCy6d7+233gIAaGxrw1gfndsJxiKi0TimTyfm47s7pLSXRj1bm6275TaeRzr+L599elIbN7svLbpI+zf2MtYiZciysgp86GYWtWFW3dYtv4XFALBEgzfedANknD5NgrDSAwHP187CxkYC4MxoHEMclQhDUFq5gVA0RcRnGhsbcSV3U07jXH7HzvcUN0hOhJ2R6qnA55ZOhYaxQgjzuOswnQmQ4124tIQiUIddxtoPHMToGFv2xel6FyyYo5GniMmMDg0ra1ZsC0f5mR4eSiIWJcBTRGjLKh1ln46P0XV6nqfeJiUOzYM1SYItVyiWJIujOIrjA4wLIlLwPA9jY2OoZmwBADb+mqi20nMAmEpQEg5/JGLDMGk3FTT8K5/974Atvou0g8W41z0wqPccACwu8STiVZhIU+75rW99EwDw9a9/Aw1cwTB4Nw5cQq0n0uMoLafd5uFPkAzZN7/6l8gL+ixVBdPWioT093ucWwZBoJGFlCRN01TsIc9SZzU1hAe0trbC55358BEi9RQKBSTipfpvuiYLPpcndRdW+TkD+/eTRsTAAM1VVVW17szSVZlKp7HuUtoRLfaVcNP02rvb3kRJnHazPOewl199FaQvY8tmKjUWcvTagpUXqQlv5wk67/a9+xDh7tHlF1OpuKyqFAPsISplZyFfwTDQ1dUz9VoCH3nRTuBd0/f992lU7NhB5cply5Zpr0GCKzVrVq5EWzOVb4VcdLzjFEaGCbPxzakirT3dZ7DdoB6J+YuoPycWL8F0xj5EFKj9AF3nsaOn4Ht0b+cvaOH3R5Dieba5p2LXrl0a2cT5foo5bOep07jiaiLbHTlJnha108o1muHWGGTSWcVCtBVAvEoNa1I169zGBbEo+AH5PuQn1Vsvv5zaWaUJ5fTp0wq2BfzFc11gIkWvU9kOuOKqqxBIazOnCgmuOdu2rSIhWf4SO7apNele9iP4m7/5Jv7X//oOnRybgYhgRzY/BpdZlPPmkYLQxRcvxVZWJxrg1mn4rmotCggl5bAgCN7HcjRgw+CbLeWtZcvYjLS8Aq48/K40XAWaNrj8BfU8VxfOdbcQe7GJ+f8IDAUT5bNTqZQChvIwrV17BR64/2N82jR/b71FKcn4yDBMbi+P8gO87JLl8PM0HydZdSrG7idXX3Wt2sxt30ELeT6bRsyh+b7hBkobhkcGdXGSc7uUF6aO48f1S97c3MLnZSrAp+U5GKpHKaxSAQl37dqFmU2UesiXPCjkMY01HCtYoam2tha7dhFrsrd/kD/L0r87xQBpMk2fXVtXrapNg4OUSg4P0ZfeNKMo4/L0rFmtAIjtKGpQsnn09vaGre9n9UqcOtWJB1pIkObgsdf1GFrqnuTxYbPilqiCCciufTfnMYrpQ3EUR3FMGediG/dDALcB6A+C4CL+3TcArAeQB3AcwMNBEIzya/8ZwCOgmPLzQRC89Ps+I5POYM+efZg3bw4KOQJn8gXafa5YS2FkR0cpTnaQ8Mb4GIVqiZIoamspQli6hGS8DDMBmNI5Savn/9vetcfIVZ3333dn7jx2dvb9YNe74MXYOMY2tte4dmkIhURg02JcQAWlAkolmgqpadoqAiG1CSlSQ6s2BBMamjSohQCBEkBOwsMQgdrytBfWxrB+sG97vbb3vTNzdx6nf3zfd2bGvNbgnd1E9ydZ3p2Zvffcc++c8z1/v3gFm9Iti5rR28vVcVEpkgIFkM3w2hiLsKm7p/MAnn6KC3C2itYAIHJtbg1GhPOxoYF3xLOWnItXXuZUF2U1TWRgclKBKZZCuZzTyTk2+Eg0I0cPQASIEIpxWmvzH3FHojGEoBQtxaMcICUTzBfdCKNw0vNQVct/u+UPtsoUSOvvZALHxTRWrkgnHEBKLItghK/luhv+BJXSWZmTHfExEcYlN4R0lu/LcpFwKy8LYEBSb0NS7RitYrdj7frVttryjVc5kOllM1i7ngt4aut413xl54uorYsXzVFD42IAwM7nfwkjnIVt53CBE4yDaZFdy8guO+NkbBBZph0zUrH4y2d/hSu2cEWl8lmadMKqNKklEg1HsHEDF7IdPMDP2kHh3kx6GbgSxBsVZbCxieECi4/PSVIoFHCyWLmaO3JVwevo0eNoPINdlldeYZ2NyemUZYLO5LQ9no81NnkcIUk3R8L8bA4fPY7yCgl+Swu3GyGQPOtaxevIPc7mUohEtR9ndpiNpfAggMtPeu0FACuNMasB7AdwOwAQ0QoA1wE4T/7mB2RrQ3348PGbgNloSb5CRItPeu35gl9fA6D8W1sBPGqM8QB0E9FBABsAvPpJ50gkE3jnnXfQ2FiPkPi46jMqpVpDQwPCspuNSBqquq7e1sNrRxxfEq+4PT3s4w70sS94xRWbsX37dgBAVoOAgXzqRv37YMDFY489DgBoaeGVvf0CToNGonG7s2iBS6FehSd6jQDgOLalUX6XIGA0hOSErPKqNpTybLnrOUt5h9GybgPYst6jR3l3M8bk/zaTL07ZuJEVtVqFcFSDrfv27bOM19pfbyjfYbmmna9POQgA4Lnn2Mg7dIjnsaIqbrtSVZMCjmt5DrQ0fd06jgfUndGEkaG8ZiLAcZ3rruOiKO1HaGtrQ18fn+PMM8UakHuxZ887dt7q6mvkPcem9NRaKgtE8zt+pJhsZf/+/VCBJaV2Ky+PwZ2QtKNwIkxPTlmW6GXL+R5EpFDuva4DmJL0JCnBboH6krryaXlem1tb0CgKXv39bElVVtTa9Op7oskZi8XsuEMiPmusMlheLa2piWMi+7p64cq1KzlrOAzkssV8Dmo9RqIha83MFqcj0HgzgMfk50XgRUIxIK99IjLpNIaHh9DR0YGVK5hxWB8wZb0lMjboqDcukUjYh0PxdscuPClCo29IjX1lJZtP27d/H2+9xTX4ms+PRmO234LEcIpGY5ic4PPf+e27AABXX8PVjjfcdIPtb1CClxMnjlkRFkuyYjKWoMPWIjj5xUHJPpS4A45B0OXPffkrl8hrGjTKQQ82JO3GjuPkFzH5u0AmgC8IYzO0uk98ko6ODvuQhcMSqYax13LVVVfJtZchJzX+L7/MFZu64DU3N6Onl4+h9yDrpTA0xEFCXWBUHBYweElYnHVBWrdujR3jd75zJwDg7rvvxosvcX3KEpGB0zqIrq4ulIuIjZrZQBbxipiMI1+foBkd/ZIHpM+8oqIKB0WoZnSEN5uNm9ZisSxA2sTW/cFBJKWC1hvnDE1DAy9EbmQF+kXFekRIbRIpD2EJqmrmo7yMe0iWnt1mzfuG+maZ9yh27VaZOWFsSqcRjoqaelafCamczGQxNcnzXVsjvRLJNExORIjkGXJdFwErUpsXnQU4gHyqFY2fa1EgojvA9cAPf4a/vQXALQBsuakPHz7mH595USCim8AByEtN3j4ZBNBa8LEWee1DMMY8AOABAIjHoyaXy+HdfXsREv7DsxbzYaxE19iINZez2htAZIk1Xn+Ta/J/8uB/IiR1CmGpF9cd7PiJYdx4EwfvhofYpDt0qNvmusNhycFnMohKcEZZon/6MBtD6bSHP72ZU3ZlQpuVTOb5Emtrq+UCszadpTuGmpiuG/iQrkWo4FrWrOJUZ1bqFgKBAEZFwEVN+UgkX+s/meQ0WHVNDdrXrSmaZ6VbO3TokN1JdRfOZjNYsZJ37fPXcs3A5OSITavu38/Vk7rrbNu2DU8/83MAeVcrEAzaalIdf3s7HwvZLJ599tmiz2/dutVWEqqoSVVVFXr7WY9hy+UXyPxJS/zkGOJiIZSXK62YwRln1MtrbOmMT4wgIua3K5aTdns6DiEgxDKaOtzxi+fQvIgrN5edwy5TJBS0Kb2s8oDKvQuHg1jUwrt1fQNf54njo1ArUF2yuLSKx6IuKsvZmskJGc/ujk4cPXpMjsevZYsEYMWCkzZsxwnm56iSXREvlbOdmEFhhI5GyyxdmyukL+qGGzcI1z21sN5nSkkS0eUAvgngSmNMouCtZwBcR0RhImoDsBTAG5/lHD58+JgfzCYl+QiAiwHUEdEAgL8HZxvCAF6QVe41Y8zXjDHvEtHPAOwDuxW3GnWePwEBx0F5PIZEImEDMaNjvDO2tmpIwkFEVmFdWb1UGgmRKDs8yH5teXk5IiL8qqdWluYPDuyXjjzgu3czn8K9996HV/+PK9/SUiMejsSt2pBKeek5H3nkcbsjXnU1C7BmMmlbPNLb18PnzqSRFi6GkPidSVEfMsjlU1hK20DcDQkU6Djo1FEAhw+zZZNMePYPT/YV29ra7I6Vks9pHKa/fxBZLY4hLZLyrMJWWpiNCflORd19aut5l2psbLTqWGodJKanrQiwBmWrpb/g9f/9H6vfoHGEL150Ee679x7+nMyj4zi2h2H58uUAgJz0CExNTSAU5XPmCXNzCEkxWb3Itp0YGYLnSSBXCqwCASU8SVtKOcvOnPEwOMDxmYF+jhWct2IZGqTLMRpVcWLelqdTUzZYqaKy4YiLbLqYSEeVnKxCE4C9Qi3X1XXAzl8mp2zRrrVkdYxqMVRX1yAWk3Siw/fCoRAcqQhVPopMJpMnAJZA44zEuCjgIOScmns+m+zD9R/x8o8/4fN3AbjrVAZRFouhvb0db7zxGhLSOq3BKyUeKa+ssFHU0RF+COsa6vNNLdIwUlYWQ07KOvVLrk08A4P9GB7mB0Cj3Lfd9k386N9ZefnppzjYlUMCgUBxs1FQXBI3GMKjP+PMxMbf3STvBe0XVM+VSCQQEfMxKdTdUaH/LlQ+VrcD6Vw+gyG1A86MBIvSGUxL4HVK1JaDwaCWAFhXpKU1z/oUkco5DfCNjY3ZBUOP39TUaJt81BWJRCJWATrp8RdTv+xNTU12jCqhlkrNWBelMMAIsKq1XutlKt7ihtDX12ePBwCDg4eVmpHZm5EX1UmlUohXiTyemtxZDwFpmV+7lt2lzs4Oq/uZE2EU6+IE8uZzJqPR+YjV7tQv/sDgMOqF+zEupDPTspAHU+k8GYoKxZwYs0HN1mZ2d7U0vb6+0ZboK5tTIODmKyodZUbKZ5EUep4lS5bYTSk1I26mG0NWamFyykw9k7TfE1VET0ptRywWsxJ8s4Vf0ejDh48iLIjeh5DroqWlBa57Id5/l9tIT4j70N3LNQYzMzO2MqxBatZ7e/sxdIRNQM2bp9NpW6UXl1TWZZdxI017e7tNdaqbsnjx2bjlL/4cAPD++xxY69rfg2BEZL28fLMRwLnkYWlBvud73B8RJs+atnkO/ynMSIVaTnbhKRWMTSTyOgES5Mxm8n0Luruq6e+GglbsxnLxBQJIiYmtAThlZAZgU5KdnXydnudZS0EbZDZs/B27W2vw9u2338buXUxZpztYa2ur/F3OWmT6//T0tLVUmDsRGBnme7J7925L93bJJRfrhWJC0r2rVnFvR09PD8oksBuv5OBt1/7dMj+EsLQjB2yglKDWyJYtXFf30ks7MSz9ChFXA455GjJb/akMzuksSMxq1dsYPj6KXbuZ3q1O2JaXf4Gbn1oWLbZWlwb9IuFyWyHZJr032kdz8FAvOvdwLYLes2AwZN3FtJhGbihPkKLNeqrhcP6q1XZu1e2IRMoxKs9CVZWok2dS1nqoFXfDkbkiImR8khUfPnx8HiwISyFnckilEojH41i9lnsdtHJPffRsNmuLjEbHOXA4dGTY+pmablu+fDkuupALlK64YjOfQKXWkMMHB9hf1rqgvr4+rBT/8cormVTkzn/4R1vpqGnNdFZFZcn6rnv38k7QUBWCKzEH9TH7+vqw5FyVwOPPv9vNHXjjYxMok4IqZd2d8dIIBpScUwJIMsayWNTOx8Q077J10RpApM3UcjqjocFWWU5O8G6tWgnRaMySbWixzKpV59mKUe0o7ezstCQfah0pierIyIj1bXX3O3r0mJ2P84S27YknuG9kfHwcf/vX3wAAlMsxUpOT1prS43Z3d6OqWipSJXU4Iruhl84ileT5SCbZkgqHHTvuZiGEufqabbj/Bz8EACsPb5QGzwnaoK1WmRaqRuXk3sbjlZic5jkaH+O4x6jMxYYN6xGNcpzm8GGOS01MppCR9tXBAY6BTUzst5/RLmZNdedyWWshau9LOj1jZf9qang+LvoiF6+tWbMGUxNskYUj/DxWxqvQL0H1cFgp2KZRFuNjBAJ8DNe2kWet+PFs4VsKPnz4KMLCsBRyOSSTSXieZwkntGBG/dmKiir09PQAAI4e4si064ZscYeW8F577R9j/QVMKw4b5VexhBx6JUahXAWZTA5T4h9ffOnvAwA6Ot/BL3ZwJkJ3mKAbkc9nrX+nZcs5Q7YwKSPR35HjJ3DOMrECJJo8Nandm7Ddg7ouB4IhDBzhHUC1IeO1vAOTIUwKF4OWYhdyMpRLlsNxHARkJ9LCIy2WiUQimBYrRvsbVq9enbcsZA52v7kbQduDz7uTxh0cx7FxBu1NGR4exllnMc9BUO7Zzp1c2rxs2TJs/kO2vh568EGe4y99yVpCamEMH9llafmVvfaEqCYFg0FrIeQthbAl1amo5vnedtU2G+V//nk+f1x0KUFOQYm5zHrOQJ8LS7bvOJbWLa30eiJF/9qru23sxnJmUL6EWH14vbZQKGR3XM2CuK6LhIgfh0U96txzl9mMy5mim9EivBETE+PWonAkGxaNlMFLKa28WApeCjEp4tIuSX2uZlJJ2FzqLLEgFoVsJmvdBA2CaTWaBhenp5Po7mGTzppgjlOQq+fXBgcHkU2z6alBrsZmTqnBEPbu4TSRNlVt2bLFNkdNTvKDeOutX0O9tA8/9NBPAeTTcxXxWmuOZbMq3uICOV0AOBXU09OLVWs4XaZporxUXKhAPERM2HTWmrPa5OVIwGnG82yKtrBOXusINN/veZ51X5SxWQOrsfIKG8DUh9A4ZMljDosWRF9fn32waur4S6vEIJ7n5U1RWdQOHvgAS87m5qFuqbZUzsFvfevv7GKmYrLXXnONTfNq4HNwcBAr10k6U86tixRRAGlJMZ44zseqqalFdQ2PbWJqWq4zYdW0T2ZempyetGI9U9PiGrmuvR+upPM8z7M9CTpGdU8TXsouoPl+lQCcYDFDk1UFRwHhSVaZladRW8f3asMm5hFtbW2181BTw8+cJ/0XqZm0XYgqq7Sa00FG3MZwiBeCHML2GLZJTvUoZjJw3FP7mvvugw8fPopAp9pWOSeDIDoGYBrA8fkeC4A6+OMohD+OYvwmj+MsY0z9p31oQSwKAEBEbxlj1vvj8Mfhj2N+x+G7Dz58+CiCvyj48OGjCAtpUXhgvgcg8MdRDH8cxfitH8eCiSn48OFjYWAhWQo+fPhYAFgQiwIRXU5EXUR0kIhuK9E5W4no10S0j4jeJaKvy+s1RPQCER2Q/6tLNJ4AEXUQ0Q75vY2IXpc5eYyIQp92jNMwhioieoKI3iei94ho03zMBxF9Q+7JXiJ6hIgipZoPIvoPIhomor0Fr33kHBDj+zKmTiJaN8fj+Ce5N51E9HMiqip473YZRxcRXfZ5zj3vi4LoQtwHYDOAFQCuF/2IuUYGwN8YY1YA2AjgVjnvbQBeNMYsBfCi/F4KfB3AewW/fxfAvxpjzgEwChbYmWvcA+BZY8xyAOfLeEo6H0S0CMBfAlgv4kMBsJZIqebjQXxY5+Tj5mAzmHJwKZiE+P45Hkdp9Fa0hn6+/gHYBOC5gt9vB3D7PIzjaQBfAdAFoEleawLQVYJzt4AftksA7AA3HRwHEPyoOZqjMVQC6IbEmQpeL+l8gCUB+gHUgMvwdwC4rJTzAWAxgL2fNgcAfgjg+o/63FyM46T3tgF4WH4u+s4AeA7Aps963nm3FJB/CBSz0oo4nRCxm7UAXgfQaIw5Im8NAWgswRC+BybClWZb1AIYM0ZI+EozJ20AjgH4ibgxPyKiGEo8H8aYQQD/DKAPwBEA4wB2ofTzUYiPm4P5fHZvBvCruRjHQlgU5hVEVA7gvwH8lTFmovA9w8vunKZniEh1OnfN5XlmgSCAdQDuN8asBZedF7kKJZqParDSWBuAZgAxfNiMnjeUYg4+DZ9Hb2U2WAiLwqy1Ik43iMgFLwgPG2OelJePElGTvN8EYHiOh3EhgCuJqAfAo2AX4h4AVUS2D7YUczIAYMAY87r8/gR4kSj1fHwZQLcx5pgxJg3gSfAclXo+CvFxc1DyZ7dAb+WrskCd9nEshEXhTQBLJbocAgdMnpnrkxI3uf8YwHvGmH8peOsZADfKzzeCYw1zBmPM7caYFmPMYvC1v2SM+SqAXyOv0VmKcQwB6Ceic+WlS8FU/SWdD7DbsJGIyuQe6ThKOh8n4ePm4BkAN0gWYiOA8QI347SDSqW3MpdBo1MIqGwBR1MPAbijROf8PbAZ2Angbfm3BezPvwjgAICdAGpKOA8XA9ghP58tN/YggMcBhEtw/jUA3pI5eQpA9XzMB4BvA3gfwF4A/wXWGCnJfAB4BBzLSIOtpz/7uDkAB4Tvk+d2DzhjMpfjOAiOHejz+m8Fn79DxtEFYPPnObdf0ejDh48iLAT3wYcPHwsI/qLgw4ePIviLgg8fPorgLwo+fPgogr8o+PDhowj+ouDDh48i+IuCDx8+iuAvCj58+CjC/wP5HKfhG/AtkwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for _list in dl:\n",
    "    plt.figure()\n",
    "    pred = m(Variable(_list[0].cuda()))\n",
    "    show(pred, 'v')\n",
    "    show(_list[0], 't')\n",
    "    show(_list[-1], 't')\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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